Model Evaluation COSFIRE Filters Approach
Introduction
We obtain the 26 statistically significant sets of hyperparameters from the classification paper along with their respective training, validation, and test descriptors. Based on these descriptors, we perform image hashing for each set of descriptors using a selected set of MLP hyperparameters (for the grid search).
The outputs below represent an example of a single experiment based on an array of hyperparameters considered to determine the optimal configuration of the MLP hashing architecture (For bit size 32).
Code
class CosfireNet(nn.Module):
def __init__(self, input_size, bitsize, l1_reg, l2_reg):
super(CosfireNet, self).__init__()
self.l1_reg = l1_reg
self.l2_reg = l2_reg
self.hd = nn.Sequential(
nn.Linear(input_size, 300),
nn.BatchNorm1d(300),
nn.Tanh(),
nn.Linear(300, 200),
nn.BatchNorm1d(200),
nn.Tanh(),
nn.Linear(200, bitsize),
nn.Tanh()
)
def forward(self, x):
regularization_loss = 0.0
for param in self.hd.parameters():
regularization_loss += torch.sum(torch.abs(param)) * self.l1_reg # L1 regularization
regularization_loss += torch.sum(param ** 2) * self.l2_reg # L2 regularization
return self.hd(x), regularization_losstiply, each row represents a unique combination of MLP hyperparameters, and every column represents the results yielded by each of the 26 statistically significant sets of descriptors.
The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 42.66 | 86.58 | 86.86 | 86.42 | 86.03 | 87.17 | 86.15 | 86.21 | 86.76 | 87.73 | 89.61 | 87.45 | 89.52 | 88.31 | 87.96 | 88.93 | 89.06 | 87.22 | 87.39 | 89.40 | 81.33 | 88.04 | 87.74 | 87.83 | 88.13 |
| 13 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.44 | 87.83 | 86.16 | 88.96 | 88.32 | 87.70 | 86.70 | 88.87 | 88.58 | 88.51 | 87.15 | 89.77 | 88.92 | 90.14 | 88.54 | 90.37 | 86.64 | 89.53 | 88.41 | 89.23 | 88.78 | 89.02 | 87.30 | 87.25 | 89.85 |
| 14 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.81 | 86.62 | 87.13 | 88.56 | 87.77 | 89.18 | 42.66 | 88.69 | 86.97 | 88.19 | 87.95 | 89.21 | 89.84 | 87.73 | 88.66 | 88.12 | 85.72 | 88.89 | 89.02 | 88.52 | 88.14 | 88.34 | 87.83 | 86.98 | 88.18 |
| 15 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.28 | 88.76 | 87.33 | 87.42 | 87.71 | 85.35 | 87.24 | 86.05 | 87.51 | 87.68 | 88.41 | 89.48 | 87.44 | 88.57 | 86.85 | 89.43 | 88.41 | 89.16 | 88.18 | 86.60 | 89.58 | 88.16 | 88.24 | 86.48 | 89.42 |
| 32 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.66 | 86.19 | 86.33 | 86.43 | 82.90 | 88.90 | 87.91 | 89.39 | 86.90 | 88.97 | 88.29 | 87.47 | 87.25 | 89.65 | 88.86 | 89.43 | 85.05 | 88.89 | 88.37 | 87.03 | 87.80 | 87.66 | 89.12 | 87.85 | 88.67 |
| 33 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.67 | 87.86 | 87.32 | 88.54 | 87.07 | 87.19 | 90.65 | 87.68 | 88.26 | 88.02 | 89.57 | 89.61 | 89.72 | 89.43 | 88.99 | 89.04 | 89.43 | 87.30 | 88.12 | 88.10 | 87.52 | 87.79 | 88.54 | 89.53 | 88.39 |
| 34 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.33 | 89.07 | 86.48 | 88.97 | 87.45 | 88.14 | 87.68 | 89.49 | 88.13 | 88.77 | 89.19 | 89.04 | 89.16 | 87.54 | 90.11 | 90.14 | 88.19 | 89.30 | 88.56 | 87.31 | 87.26 | 87.91 | 88.83 | 87.78 | 88.10 |
| 35 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.96 | 86.87 | 86.80 | 85.71 | 89.27 | 88.55 | 88.01 | 86.91 | 89.19 | 87.91 | 88.20 | 89.58 | 87.30 | 87.89 | 87.30 | 88.26 | 89.92 | 88.32 | 87.24 | 88.81 | 88.28 | 87.68 | 87.86 | 88.52 | 88.11 |
| 52 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 85.53 | 86.07 | 87.64 | 88.59 | 87.57 | 86.65 | 87.40 | 88.46 | 88.47 | 87.38 | 89.21 | 89.59 | 87.53 | 88.32 | 88.46 | 89.13 | 87.89 | 87.95 | 87.34 | 87.12 | 87.92 | 88.84 | 88.94 | 87.81 | 88.27 |
| 53 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.83 | 87.99 | 85.94 | 89.62 | 87.94 | 86.34 | 87.24 | 89.11 | 88.41 | 87.54 | 88.15 | 89.56 | 88.23 | 86.82 | 87.34 | 87.69 | 42.66 | 87.61 | 89.19 | 87.85 | 88.33 | 87.83 | 89.32 | 88.48 | 87.28 |
| 54 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.01 | 87.35 | 85.57 | 89.20 | 87.38 | 87.47 | 86.78 | 89.29 | 87.83 | 88.00 | 88.65 | 87.90 | 89.63 | 88.32 | 88.31 | 86.53 | 89.15 | 87.63 | 87.16 | 87.14 | 89.19 | 87.30 | 88.80 | 89.70 | 88.81 |
| 55 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.84 | 88.27 | 88.09 | 88.58 | 87.91 | 89.92 | 86.94 | 88.92 | 88.98 | 89.01 | 90.06 | 89.10 | 86.33 | 88.68 | 88.79 | 87.52 | 90.00 | 88.16 | 88.88 | 87.93 | 89.00 | 88.74 | 88.29 | 86.04 | 88.39 |
| 72 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.05 | 86.07 | 87.58 | 87.86 | 87.38 | 87.92 | 87.86 | 87.17 | 86.03 | 86.74 | 88.65 | 89.64 | 86.31 | 87.71 | 87.88 | 88.96 | 88.05 | 89.23 | 90.24 | 88.46 | 89.50 | 88.71 | 86.55 | 88.96 | 88.43 |
| 73 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.17 | 88.12 | 88.36 | 89.14 | 88.50 | 89.32 | 87.39 | 88.58 | 89.39 | 88.00 | 88.22 | 88.43 | 89.77 | 87.43 | 87.79 | 91.22 | 87.63 | 89.31 | 89.11 | 88.31 | 87.23 | 85.20 | 88.55 | 88.37 | 87.36 |
| 74 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.24 | 87.55 | 88.25 | 88.54 | 87.58 | 89.18 | 89.00 | 88.54 | 89.62 | 88.75 | 87.76 | 87.73 | 88.43 | 87.36 | 88.59 | 89.07 | 88.94 | 88.92 | 89.03 | 89.17 | 87.49 | 86.36 | 88.95 | 87.24 | 87.49 |
| 75 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.66 | 88.23 | 87.91 | 87.91 | 88.11 | 42.66 | 87.42 | 90.53 | 87.32 | 86.67 | 88.10 | 87.36 | 86.33 | 89.14 | 88.81 | 89.50 | 88.93 | 88.99 | 88.60 | 86.91 | 89.32 | 88.34 | 87.18 | 86.85 | 87.04 |
| 92 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 86.07 | 87.25 | 87.91 | 88.03 | 88.19 | 87.95 | 88.99 | 87.56 | 87.06 | 87.50 | 88.58 | 87.82 | 87.46 | 90.48 | 88.44 | 87.70 | 86.87 | 88.79 | 87.83 | 88.02 | 88.34 | 88.83 | 87.79 | 88.47 | 87.02 |
| 93 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.33 | 85.40 | 85.71 | 87.12 | 87.45 | 86.98 | 89.64 | 88.47 | 89.20 | 87.80 | 88.76 | 88.96 | 88.78 | 86.76 | 87.23 | 89.47 | 87.82 | 87.95 | 88.48 | 88.72 | 87.92 | 88.27 | 88.22 | 88.68 | 88.73 |
| 94 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.14 | 88.73 | 87.75 | 87.56 | 87.91 | 87.62 | 88.94 | 86.68 | 89.99 | 88.56 | 89.00 | 89.53 | 88.94 | 88.33 | 88.46 | 87.72 | 88.93 | 87.45 | 87.09 | 88.01 | 87.78 | 86.44 | 89.08 | 88.27 | 87.58 |
| 95 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.76 | 89.02 | 87.56 | 86.90 | 87.80 | 87.76 | 87.94 | 89.39 | 89.06 | 88.18 | 88.01 | 89.84 | 89.05 | 88.43 | 89.64 | 88.26 | 88.41 | 88.65 | 88.24 | 87.90 | 88.15 | 87.46 | 89.32 | 88.62 | 88.93 |
| 112 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 84.84 | 88.09 | 85.44 | 88.34 | 87.26 | 87.55 | 86.96 | 87.76 | 88.46 | 89.18 | 89.57 | 89.46 | 87.98 | 88.03 | 88.19 | 87.82 | 87.87 | 88.66 | 89.64 | 87.19 | 87.52 | 87.96 | 86.58 | 85.70 | 88.70 |
| 113 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 85.29 | 88.96 | 86.71 | 87.14 | 89.55 | 88.10 | 87.67 | 88.54 | 86.78 | 87.87 | 89.20 | 88.64 | 88.32 | 89.03 | 89.40 | 89.79 | 87.70 | 88.48 | 88.45 | 87.86 | 87.95 | 88.01 | 88.51 | 88.95 | 88.66 |
| 114 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.98 | 87.35 | 87.91 | 88.30 | 86.45 | 87.84 | 86.19 | 90.12 | 88.59 | 88.64 | 88.36 | 89.05 | 88.45 | 87.18 | 88.47 | 89.35 | 87.71 | 88.12 | 87.80 | 87.98 | 88.30 | 88.15 | 87.51 | 88.94 | 87.12 |
| 115 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.16 | 86.90 | 88.11 | 87.13 | 87.31 | 87.69 | 87.77 | 89.38 | 90.29 | 89.01 | 89.33 | 88.06 | 88.55 | 89.89 | 89.29 | 89.05 | 89.09 | 88.83 | 87.63 | 88.29 | 88.36 | 88.30 | 88.53 | 89.22 | 88.23 |
| 132 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 86.70 | 85.54 | 87.63 | 87.37 | 88.00 | 86.69 | 87.72 | 88.37 | 86.24 | 88.65 | 89.29 | 90.58 | 88.00 | 88.68 | 88.43 | 88.21 | 90.66 | 87.09 | 89.88 | 87.95 | 88.79 | 88.32 | 88.08 | 89.11 | 86.70 |
| 133 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.58 | 87.98 | 88.35 | 87.36 | 87.97 | 88.07 | 88.44 | 89.09 | 87.15 | 87.68 | 89.21 | 89.19 | 89.03 | 88.74 | 88.42 | 89.56 | 88.65 | 87.75 | 88.86 | 88.84 | 89.93 | 88.77 | 42.66 | 89.59 | 87.59 |
| 134 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.62 | 88.16 | 87.13 | 87.66 | 88.59 | 90.59 | 89.29 | 87.54 | 89.06 | 88.37 | 88.94 | 90.51 | 89.24 | 88.46 | 88.73 | 87.22 | 87.98 | 89.37 | 90.09 | 88.78 | 88.28 | 88.97 | 74.03 | 89.78 | 88.96 |
| 135 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.13 | 88.49 | 88.84 | 87.90 | 88.72 | 88.88 | 88.90 | 87.77 | 88.07 | 89.01 | 87.99 | 87.83 | 87.99 | 88.04 | 87.83 | 89.43 | 88.49 | 88.25 | 88.11 | 88.57 | 88.04 | 90.45 | 88.77 | 88.26 | 89.73 |
| 152 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.88 | 87.72 | 85.74 | 89.42 | 87.13 | 89.20 | 88.83 | 89.13 | 89.05 | 88.91 | 89.06 | 90.29 | 87.40 | 87.82 | 88.72 | 86.52 | 89.25 | 86.57 | 87.82 | 89.73 | 88.99 | 87.78 | 76.30 | 87.56 | 78.41 |
| 153 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.94 | 87.59 | 86.60 | 89.37 | 87.47 | 90.79 | 88.81 | 89.68 | 89.24 | 87.91 | 88.12 | 89.52 | 88.48 | 89.77 | 42.66 | 88.61 | 89.15 | 90.29 | 89.12 | 88.74 | 89.95 | 89.46 | 87.12 | 89.12 | 90.01 |
| 154 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.74 | 87.70 | 87.61 | 88.44 | 87.71 | 88.85 | 87.55 | 88.37 | 89.67 | 88.10 | 89.20 | 89.36 | 89.53 | 87.43 | 88.75 | 87.32 | 89.41 | 90.38 | 88.94 | 89.24 | 89.48 | 88.68 | 88.84 | 88.97 | 88.42 |
| 155 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.37 | 87.92 | 86.07 | 86.98 | 89.02 | 89.58 | 90.23 | 87.00 | 87.93 | 89.44 | 89.99 | 89.36 | 88.36 | 87.66 | 89.35 | 88.00 | 88.85 | 89.94 | 89.44 | 89.19 | 88.12 | 86.64 | 90.16 | 88.21 | 90.24 |
| 172 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.76 | 88.38 | 88.89 | 89.94 | 86.58 | 88.90 | 89.08 | 89.19 | 88.08 | 88.61 | 89.44 | 88.87 | 90.04 | 87.62 | 88.79 | 87.67 | 89.55 | 88.81 | 89.18 | 88.22 | 89.09 | 88.86 | 87.76 | 89.54 | 89.62 |
| 173 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.82 | 88.11 | 86.58 | 87.97 | 88.82 | 90.72 | 85.13 | 88.95 | 88.09 | 88.89 | 89.87 | 88.15 | 89.12 | 88.08 | 88.05 | 89.50 | 87.87 | 87.72 | 90.19 | 88.48 | 89.70 | 90.78 | 88.89 | 89.55 | 89.03 |
| 174 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.76 | 86.53 | 88.63 | 87.29 | 88.42 | 88.18 | 87.49 | 42.66 | 87.90 | 88.13 | 91.25 | 89.10 | 88.51 | 89.15 | 86.75 | 87.69 | 90.28 | 87.35 | 89.94 | 87.39 | 76.29 | 87.07 | 88.73 | 87.98 | 88.02 |
| 175 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.50 | 87.36 | 88.33 | 87.19 | 87.97 | 88.70 | 88.01 | 88.07 | 89.66 | 89.65 | 89.31 | 91.77 | 89.48 | 87.39 | 88.55 | 90.16 | 88.84 | 90.92 | 89.59 | 88.91 | 90.57 | 88.36 | 73.31 | 90.44 | 87.79 |
| 192 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.66 | 88.29 | 84.81 | 88.05 | 87.34 | 88.02 | 88.13 | 88.54 | 87.13 | 86.86 | 87.89 | 87.34 | 88.00 | 87.90 | 88.55 | 87.40 | 88.30 | 88.37 | 89.35 | 87.01 | 88.55 | 87.88 | 87.47 | 87.95 | 88.40 |
| 193 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.36 | 87.78 | 88.28 | 87.64 | 87.18 | 87.48 | 86.68 | 89.30 | 88.23 | 87.85 | 88.20 | 88.93 | 87.55 | 88.72 | 88.04 | 89.75 | 88.54 | 87.74 | 88.79 | 89.52 | 87.94 | 88.28 | 87.94 | 88.74 | 89.32 |
| 194 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.74 | 88.43 | 86.82 | 87.63 | 88.33 | 89.02 | 87.04 | 89.19 | 89.54 | 86.51 | 90.11 | 90.75 | 89.66 | 87.40 | 87.90 | 87.61 | 88.13 | 86.67 | 87.74 | 88.22 | 89.28 | 88.04 | 88.20 | 88.12 | 88.30 |
| 195 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.13 | 87.64 | 88.70 | 87.33 | 87.66 | 88.01 | 86.45 | 89.61 | 88.78 | 86.98 | 88.15 | 87.89 | 88.34 | 88.30 | 87.38 | 88.44 | 89.43 | 87.08 | 86.92 | 88.23 | 88.28 | 87.37 | 89.04 | 88.98 | 88.37 |
| 212 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.73 | 86.67 | 87.74 | 86.53 | 85.24 | 86.51 | 86.93 | 87.28 | 87.78 | 86.71 | 88.12 | 89.00 | 88.40 | 87.69 | 87.20 | 88.23 | 88.20 | 88.20 | 89.43 | 87.57 | 88.65 | 87.50 | 87.91 | 87.48 | 82.90 |
| 213 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.05 | 87.23 | 87.40 | 88.24 | 87.14 | 87.50 | 88.65 | 88.31 | 89.72 | 88.77 | 88.65 | 89.20 | 87.72 | 87.78 | 88.57 | 87.11 | 88.32 | 87.75 | 89.16 | 89.24 | 87.97 | 88.12 | 88.04 | 87.53 | 87.40 |
| 214 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.37 | 88.37 | 88.21 | 87.62 | 87.29 | 88.36 | 87.83 | 89.58 | 87.96 | 88.00 | 88.75 | 89.21 | 88.10 | 88.52 | 88.66 | 87.33 | 89.59 | 87.54 | 85.44 | 88.35 | 89.18 | 88.13 | 89.08 | 88.66 | 87.35 |
| 215 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.45 | 88.19 | 87.83 | 87.87 | 85.15 | 89.17 | 88.78 | 87.74 | 89.61 | 89.12 | 89.52 | 88.85 | 89.82 | 87.74 | 89.28 | 88.12 | 89.68 | 87.57 | 88.10 | 89.23 | 88.29 | 87.84 | 87.57 | 88.26 | 88.95 |
| 232 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.24 | 87.80 | 85.86 | 85.35 | 85.94 | 88.30 | 86.68 | 88.63 | 87.43 | 88.64 | 86.44 | 88.95 | 87.98 | 88.43 | 89.20 | 89.80 | 86.77 | 88.41 | 88.05 | 89.00 | 88.22 | 87.52 | 88.83 | 89.63 | 86.55 |
| 233 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.79 | 87.18 | 87.44 | 88.61 | 87.31 | 88.53 | 88.43 | 88.00 | 89.47 | 87.36 | 87.46 | 89.68 | 87.11 | 86.82 | 88.14 | 88.68 | 88.91 | 89.19 | 87.56 | 88.00 | 89.16 | 88.68 | 87.29 | 89.41 | 87.28 |
| 234 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.96 | 87.95 | 87.99 | 86.98 | 88.46 | 87.79 | 87.02 | 89.44 | 87.66 | 87.28 | 87.97 | 88.94 | 89.63 | 89.48 | 87.51 | 87.14 | 88.48 | 87.86 | 88.15 | 87.54 | 87.64 | 88.76 | 88.19 | 86.93 | 87.66 |
| 235 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.44 | 87.95 | 87.99 | 90.37 | 87.57 | 88.63 | 89.69 | 88.91 | 88.93 | 88.69 | 88.65 | 88.25 | 88.70 | 90.15 | 89.78 | 89.74 | 89.43 | 88.24 | 89.46 | 88.40 | 89.10 | 89.50 | 86.92 | 89.67 | 89.14 |
| 252 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.84 | 86.07 | 86.93 | 89.26 | 87.39 | 87.84 | 87.41 | 89.84 | 88.74 | 87.16 | 89.11 | 89.30 | 88.09 | 89.45 | 86.76 | 89.03 | 88.44 | 89.15 | 90.23 | 88.96 | 89.53 | 88.87 | 87.93 | 89.21 | 88.52 |
| 253 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 86.56 | 89.09 | 88.87 | 86.43 | 88.56 | 88.12 | 89.20 | 88.79 | 88.31 | 87.03 | 88.13 | 89.29 | 88.03 | 88.80 | 88.79 | 89.72 | 88.47 | 87.36 | 89.22 | 86.61 | 88.34 | 88.78 | 87.81 | 88.80 | 88.47 |
| 254 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.46 | 86.11 | 87.73 | 87.30 | 88.46 | 88.72 | 87.89 | 87.98 | 87.67 | 87.67 | 89.51 | 89.84 | 89.22 | 86.37 | 88.97 | 88.87 | 87.49 | 88.04 | 86.81 | 88.33 | 89.21 | 87.42 | 88.61 | 86.80 | 86.69 |
| 255 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.07 | 87.44 | 85.19 | 88.77 | 88.12 | 86.63 | 87.78 | 88.69 | 88.12 | 88.85 | 88.61 | 88.77 | 88.58 | 89.13 | 88.79 | 88.51 | 88.21 | 88.21 | 89.70 | 87.46 | 88.73 | 87.21 | 89.75 | 88.62 | 87.71 |
| 272 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.85 | 87.64 | 88.90 | 87.48 | 87.03 | 87.46 | 87.58 | 88.50 | 88.62 | 89.14 | 89.50 | 88.21 | 88.51 | 87.37 | 89.21 | 88.51 | 87.99 | 88.61 | 88.72 | 88.76 | 87.43 | 84.11 | 89.12 | 88.77 | 86.82 |
| 273 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 85.15 | 87.31 | 88.55 | 87.32 | 88.51 | 88.33 | 87.98 | 89.45 | 88.42 | 86.67 | 89.54 | 88.77 | 89.03 | 88.59 | 85.93 | 89.37 | 89.34 | 88.28 | 88.92 | 86.02 | 89.37 | 87.78 | 86.66 | 88.04 | 88.15 |
| 274 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.29 | 86.35 | 87.44 | 88.59 | 87.98 | 88.41 | 87.71 | 89.85 | 89.04 | 88.40 | 89.20 | 89.38 | 86.97 | 88.34 | 88.81 | 89.01 | 87.51 | 85.78 | 87.94 | 88.91 | 89.48 | 87.28 | 88.72 | 87.65 | 88.71 |
| 275 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.01 | 88.21 | 85.56 | 89.03 | 87.50 | 88.18 | 88.30 | 88.40 | 87.61 | 87.98 | 88.67 | 88.54 | 89.11 | 87.52 | 86.59 | 87.78 | 86.49 | 89.12 | 87.38 | 88.08 | 88.03 | 86.76 | 88.19 | 88.03 | 88.31 |
| 292 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.34 | 88.42 | 87.36 | 87.44 | 89.27 | 88.44 | 86.11 | 88.83 | 90.37 | 88.62 | 89.73 | 89.88 | 85.24 | 87.72 | 88.34 | 88.87 | 87.65 | 86.93 | 88.02 | 88.90 | 87.22 | 88.10 | 87.64 | 80.18 | 87.47 |
| 293 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.08 | 89.67 | 86.99 | 87.35 | 86.85 | 88.92 | 88.79 | 87.61 | 87.63 | 87.49 | 86.70 | 88.44 | 88.44 | 87.48 | 89.44 | 88.44 | 88.22 | 88.41 | 87.67 | 87.20 | 89.67 | 88.03 | 88.02 | 87.80 | 88.83 |
| 294 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.06 | 89.18 | 87.29 | 88.85 | 86.50 | 86.48 | 88.23 | 88.43 | 89.51 | 88.69 | 87.38 | 90.39 | 90.68 | 89.59 | 89.05 | 87.56 | 88.00 | 87.64 | 88.99 | 88.63 | 88.20 | 86.87 | 87.31 | 89.19 | 87.62 |
| 295 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.52 | 87.85 | 88.33 | 88.06 | 87.33 | 87.61 | 87.34 | 88.52 | 89.63 | 87.69 | 88.02 | 88.49 | 88.13 | 88.36 | 88.62 | 89.07 | 88.71 | 87.81 | 87.34 | 88.50 | 88.98 | 88.15 | 88.03 | 88.68 | 87.83 |
| 312 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.33 | 89.78 | 88.48 | 87.69 | 87.56 | 89.58 | 87.97 | 87.80 | 86.52 | 88.01 | 89.74 | 89.74 | 89.62 | 89.68 | 88.28 | 89.04 | 86.97 | 89.78 | 87.77 | 89.57 | 89.05 | 86.57 | 88.36 | 89.00 | 89.28 |
| 313 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.05 | 87.74 | 88.49 | 87.43 | 87.63 | 90.41 | 87.31 | 88.15 | 88.24 | 88.90 | 89.03 | 90.03 | 88.63 | 87.59 | 88.47 | 90.37 | 87.90 | 88.68 | 90.72 | 87.65 | 88.24 | 89.06 | 89.20 | 89.08 | 89.09 |
| 314 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.04 | 86.87 | 88.23 | 86.74 | 87.88 | 88.85 | 89.48 | 87.91 | 88.62 | 88.30 | 90.15 | 88.50 | 88.63 | 89.18 | 89.00 | 89.79 | 91.24 | 88.37 | 88.11 | 89.68 | 87.81 | 89.94 | 88.70 | 88.39 | 73.75 |
| 315 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.28 | 87.77 | 86.53 | 89.66 | 85.69 | 89.33 | 87.97 | 89.00 | 88.38 | 90.15 | 89.88 | 89.77 | 86.78 | 89.42 | 89.16 | 89.86 | 87.11 | 89.18 | 90.81 | 87.50 | 90.41 | 74.11 | 70.22 | 88.89 | 88.39 |
| 332 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 85.64 | 87.36 | 89.31 | 87.01 | 86.75 | 88.81 | 87.24 | 88.53 | 87.74 | 88.08 | 89.45 | 90.77 | 90.36 | 89.00 | 90.77 | 88.92 | 88.12 | 89.50 | 88.41 | 88.36 | 88.71 | 74.73 | 89.30 | 88.98 | 75.87 |
| 333 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.20 | 86.82 | 88.29 | 88.49 | 88.04 | 90.27 | 89.04 | 89.19 | 88.72 | 87.65 | 90.39 | 91.06 | 88.75 | 88.35 | 88.57 | 87.83 | 89.11 | 91.08 | 88.71 | 76.73 | 90.02 | 88.57 | 89.23 | 90.12 | 89.83 |
| 334 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.89 | 90.08 | 87.00 | 89.22 | 87.81 | 88.93 | 89.35 | 88.96 | 87.21 | 87.78 | 87.64 | 89.92 | 89.11 | 88.27 | 88.04 | 88.43 | 87.50 | 88.62 | 88.95 | 89.22 | 89.82 | 86.97 | 89.79 | 89.02 | 89.58 |
| 335 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.66 | 88.66 | 87.42 | 86.36 | 89.35 | 88.23 | 88.41 | 88.69 | 88.15 | 89.51 | 88.55 | 89.55 | 88.98 | 89.19 | 87.20 | 87.72 | 88.29 | 88.84 | 89.78 | 89.18 | 88.41 | 89.39 | 89.11 | 87.20 | 88.42 |
| 352 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.23 | 87.96 | 87.39 | 87.75 | 86.72 | 89.04 | 87.80 | 88.11 | 88.34 | 88.71 | 90.25 | 90.08 | 87.14 | 88.67 | 89.26 | 87.82 | 87.51 | 88.84 | 87.52 | 89.81 | 87.38 | 88.96 | 87.92 | 78.94 | 90.13 |
| 353 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.24 | 86.78 | 87.15 | 87.78 | 87.58 | 87.66 | 88.77 | 87.64 | 87.59 | 88.72 | 91.78 | 90.05 | 87.55 | 86.71 | 89.43 | 87.42 | 87.08 | 88.56 | 89.16 | 88.71 | 89.36 | 87.97 | 87.69 | 88.89 | 89.16 |
| 354 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.32 | 86.84 | 87.83 | 88.35 | 75.00 | 88.62 | 88.11 | 88.90 | 89.33 | 87.65 | 89.95 | 91.79 | 88.59 | 88.32 | 87.77 | 89.14 | 88.12 | 89.23 | 90.51 | 86.22 | 88.38 | 90.07 | 87.98 | 89.45 | 88.21 |
| 355 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.28 | 87.92 | 88.12 | 87.25 | 88.03 | 90.01 | 88.29 | 88.72 | 88.48 | 87.57 | 88.99 | 90.98 | 89.20 | 86.85 | 89.91 | 86.18 | 89.09 | 87.79 | 89.03 | 91.80 | 88.53 | 88.30 | 89.35 | 89.23 | 88.32 |
| 372 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.38 | 90.02 | 89.67 | 89.47 | 88.93 | 91.25 | 90.09 | 90.61 | 89.26 | 89.92 | 90.80 | 90.39 | 90.38 | 90.21 | 90.48 | 87.24 | 89.70 | 89.49 | 90.89 | 87.29 | 91.39 | 91.10 | 88.50 | 88.75 | 87.89 |
| 373 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.61 | 89.45 | 89.66 | 89.40 | 88.24 | 89.20 | 90.12 | 89.74 | 90.15 | 88.59 | 89.70 | 89.73 | 89.39 | 89.56 | 89.88 | 89.71 | 90.76 | 89.25 | 90.60 | 90.69 | 89.69 | 90.17 | 89.02 | 90.31 | 88.15 |
| 374 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.83 | 90.11 | 90.63 | 90.50 | 88.51 | 90.94 | 90.51 | 89.24 | 89.84 | 89.52 | 91.25 | 90.05 | 89.58 | 90.39 | 90.53 | 91.30 | 90.19 | 88.97 | 89.78 | 89.98 | 88.33 | 89.15 | 89.90 | 90.74 | 88.05 |
| 375 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.44 | 90.34 | 90.25 | 89.50 | 90.05 | 91.07 | 89.24 | 88.37 | 89.74 | 90.31 | 90.62 | 88.79 | 90.74 | 89.99 | 88.31 | 89.78 | 87.35 | 89.06 | 88.81 | 88.62 | 89.92 | 90.38 | 88.51 | 89.18 | 89.03 |
| 392 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.94 | 89.78 | 90.21 | 88.72 | 90.50 | 90.49 | 90.26 | 89.11 | 89.03 | 90.25 | 90.13 | 90.24 | 88.97 | 90.05 | 89.14 | 90.25 | 89.72 | 89.70 | 89.30 | 90.15 | 90.66 | 88.69 | 89.03 | 88.73 | 88.51 |
| 393 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.05 | 89.33 | 89.99 | 88.65 | 89.50 | 89.47 | 89.55 | 89.49 | 89.68 | 88.12 | 90.66 | 92.12 | 89.96 | 88.60 | 89.55 | 90.19 | 88.40 | 89.78 | 91.11 | 89.72 | 89.89 | 90.21 | 89.27 | 91.49 | 89.28 |
| 394 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.62 | 89.60 | 89.64 | 89.23 | 90.38 | 89.72 | 89.21 | 89.84 | 89.39 | 90.60 | 89.84 | 90.89 | 90.96 | 89.71 | 89.35 | 89.49 | 89.42 | 88.87 | 88.69 | 90.39 | 90.65 | 88.84 | 90.24 | 88.77 | 89.02 |
| 395 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.23 | 90.78 | 88.77 | 89.19 | 90.96 | 90.14 | 88.87 | 91.68 | 87.77 | 89.70 | 90.82 | 90.00 | 89.90 | 90.28 | 88.73 | 88.78 | 89.95 | 88.76 | 90.04 | 88.73 | 89.09 | 90.04 | 87.42 | 90.13 | 88.86 |
| 412 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.43 | 89.67 | 89.03 | 89.89 | 89.25 | 88.95 | 88.39 | 89.67 | 90.08 | 90.53 | 90.78 | 89.98 | 90.32 | 89.92 | 89.84 | 90.50 | 89.45 | 88.79 | 90.33 | 89.61 | 89.42 | 88.83 | 90.11 | 88.63 | 89.67 |
| 413 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.53 | 89.67 | 89.37 | 88.95 | 88.84 | 90.33 | 89.05 | 88.99 | 88.36 | 89.66 | 89.40 | 90.78 | 89.63 | 88.50 | 89.73 | 90.30 | 88.33 | 88.90 | 90.82 | 87.96 | 90.11 | 89.39 | 90.85 | 91.37 | 89.37 |
| 414 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.47 | 90.52 | 88.59 | 90.01 | 90.42 | 88.91 | 89.11 | 89.42 | 88.62 | 89.23 | 90.57 | 90.01 | 90.13 | 90.55 | 89.47 | 89.79 | 90.07 | 88.97 | 90.44 | 90.01 | 89.67 | 88.59 | 90.99 | 89.89 | 89.95 |
| 415 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.62 | 90.28 | 89.67 | 88.85 | 87.69 | 90.45 | 89.70 | 91.10 | 88.64 | 89.91 | 90.58 | 90.54 | 88.84 | 88.84 | 88.54 | 89.93 | 89.52 | 91.89 | 90.23 | 90.27 | 91.62 | 89.63 | 89.37 | 89.93 | 89.42 |
| 432 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.23 | 88.91 | 87.91 | 89.91 | 89.26 | 89.46 | 88.70 | 90.65 | 89.37 | 88.73 | 90.39 | 90.17 | 88.21 | 88.70 | 90.36 | 89.40 | 90.41 | 88.88 | 89.51 | 89.24 | 89.33 | 89.21 | 90.30 | 89.79 | 88.13 |
| 433 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.09 | 90.80 | 88.91 | 88.76 | 87.95 | 89.01 | 89.52 | 89.00 | 88.56 | 89.13 | 90.02 | 91.27 | 88.12 | 89.49 | 89.31 | 90.11 | 89.06 | 90.13 | 90.83 | 89.61 | 88.91 | 88.51 | 88.96 | 88.65 | 88.68 |
| 434 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.39 | 89.63 | 89.05 | 88.57 | 88.31 | 90.51 | 89.70 | 90.48 | 90.72 | 89.17 | 90.12 | 89.89 | 88.24 | 90.11 | 89.43 | 88.86 | 89.97 | 88.98 | 89.91 | 88.79 | 90.47 | 89.68 | 88.27 | 88.54 | 88.93 |
| 435 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.81 | 89.55 | 89.02 | 89.76 | 90.09 | 89.91 | 89.16 | 89.79 | 89.73 | 89.61 | 90.12 | 90.53 | 90.02 | 89.73 | 88.44 | 89.46 | 88.98 | 90.20 | 88.57 | 89.21 | 90.07 | 88.61 | 89.58 | 88.61 | 90.39 |
| 452 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.53 | 90.00 | 89.39 | 88.75 | 87.69 | 89.27 | 87.97 | 89.08 | 88.29 | 89.47 | 89.19 | 90.14 | 90.15 | 89.76 | 89.76 | 88.19 | 89.31 | 89.41 | 89.76 | 90.36 | 88.30 | 87.49 | 89.47 | 89.31 | 88.05 |
| 453 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.28 | 89.66 | 89.01 | 89.57 | 87.65 | 89.76 | 88.61 | 88.50 | 90.13 | 90.25 | 90.16 | 89.92 | 88.62 | 89.56 | 88.86 | 89.77 | 90.56 | 89.79 | 89.67 | 89.29 | 90.40 | 89.06 | 88.15 | 88.95 | 87.85 |
| 454 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.24 | 89.53 | 88.95 | 89.72 | 89.94 | 88.88 | 91.76 | 89.67 | 90.23 | 88.79 | 90.12 | 88.83 | 91.00 | 89.50 | 89.98 | 89.24 | 89.07 | 90.53 | 90.00 | 89.99 | 89.28 | 88.50 | 90.63 | 88.45 | 88.01 |
| 455 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.57 | 89.30 | 88.55 | 90.87 | 90.71 | 89.53 | 87.36 | 89.71 | 89.83 | 90.80 | 89.56 | 89.38 | 90.15 | 89.76 | 89.42 | 90.49 | 88.45 | 89.05 | 89.70 | 89.53 | 89.07 | 90.26 | 88.71 | 88.13 | 88.73 |
| 472 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.27 | 89.12 | 86.62 | 89.04 | 88.86 | 89.81 | 86.71 | 88.79 | 88.45 | 88.58 | 90.25 | 90.83 | 88.62 | 88.81 | 88.78 | 90.63 | 89.28 | 89.93 | 90.02 | 87.09 | 87.20 | 87.69 | 89.37 | 88.31 | 88.82 |
| 473 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.33 | 88.11 | 88.67 | 89.05 | 88.88 | 88.85 | 88.18 | 89.65 | 88.70 | 89.06 | 89.24 | 89.59 | 88.65 | 89.25 | 90.09 | 89.71 | 89.26 | 88.92 | 90.56 | 89.98 | 89.43 | 87.70 | 88.22 | 88.60 | 89.83 |
| 474 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.27 | 90.05 | 89.26 | 90.37 | 90.38 | 89.81 | 88.25 | 87.88 | 88.21 | 88.12 | 89.96 | 89.45 | 90.18 | 88.90 | 90.09 | 88.93 | 89.25 | 88.97 | 89.03 | 90.28 | 90.37 | 89.65 | 87.44 | 88.76 | 89.33 |
| 475 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.22 | 88.87 | 87.93 | 89.70 | 87.57 | 89.56 | 88.17 | 88.50 | 88.78 | 89.47 | 88.89 | 89.47 | 88.10 | 88.99 | 88.99 | 88.25 | 89.04 | 88.65 | 88.89 | 89.12 | 89.18 | 88.18 | 88.61 | 88.89 | 89.05 |
| 492 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.61 | 89.43 | 90.06 | 88.98 | 89.16 | 88.05 | 89.82 | 89.05 | 89.16 | 88.65 | 90.41 | 89.69 | 90.50 | 89.46 | 89.45 | 89.12 | 90.29 | 90.03 | 89.29 | 89.21 | 89.88 | 89.88 | 89.01 | 88.61 | 86.96 |
| 493 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.22 | 90.26 | 89.44 | 90.07 | 88.85 | 89.92 | 89.98 | 89.41 | 88.70 | 89.74 | 90.59 | 88.80 | 89.16 | 90.09 | 89.48 | 89.53 | 91.31 | 90.60 | 89.66 | 91.14 | 88.07 | 88.22 | 89.85 | 89.60 | 89.79 |
| 494 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.81 | 89.98 | 89.75 | 90.52 | 90.81 | 90.01 | 88.90 | 89.79 | 89.39 | 89.16 | 88.64 | 90.57 | 88.43 | 90.57 | 90.50 | 89.66 | 90.00 | 89.46 | 90.08 | 88.70 | 89.32 | 89.82 | 90.44 | 90.36 | 89.80 |
| 495 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.23 | 90.59 | 88.36 | 89.86 | 90.46 | 89.55 | 88.20 | 89.39 | 89.20 | 89.10 | 88.61 | 89.95 | 89.60 | 88.07 | 90.59 | 89.49 | 88.11 | 90.00 | 89.75 | 88.76 | 90.10 | 88.77 | 89.38 | 88.53 | 88.37 |
| 512 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.94 | 91.29 | 89.72 | 90.91 | 89.40 | 88.61 | 90.06 | 89.23 | 88.84 | 89.76 | 89.71 | 90.09 | 89.65 | 90.37 | 88.90 | 88.37 | 89.20 | 88.64 | 89.46 | 90.65 | 90.34 | 88.77 | 89.09 | 89.62 | 88.65 |
| 513 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.52 | 88.70 | 88.16 | 89.21 | 88.66 | 90.93 | 89.75 | 90.39 | 88.68 | 88.93 | 89.36 | 90.87 | 88.82 | 90.58 | 88.59 | 90.40 | 89.32 | 91.23 | 90.01 | 91.36 | 89.50 | 88.77 | 90.00 | 88.81 | 89.51 |
| 514 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.94 | 90.01 | 88.70 | 89.46 | 88.29 | 90.21 | 87.11 | 90.31 | 88.46 | 89.39 | 88.65 | 91.75 | 91.96 | 88.18 | 91.42 | 89.71 | 91.30 | 90.26 | 91.04 | 88.22 | 78.16 | 88.60 | 88.51 | 89.85 | 90.14 |
| 515 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.37 | 89.97 | 89.57 | 88.21 | 90.19 | 91.02 | 89.44 | 89.40 | 90.08 | 89.48 | 89.89 | 91.98 | 89.57 | 89.01 | 88.63 | 89.08 | 89.38 | 90.66 | 90.36 | 90.68 | 89.45 | 87.78 | 88.94 | 89.56 | 88.29 |
| 532 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.10 | 89.46 | 90.30 | 88.05 | 89.07 | 88.53 | 89.08 | 89.65 | 88.92 | 89.98 | 90.98 | 89.94 | 85.56 | 90.57 | 91.10 | 90.54 | 88.67 | 89.87 | 90.80 | 89.44 | 89.66 | 86.45 | 88.99 | 89.50 | 88.80 |
| 533 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.26 | 90.04 | 89.79 | 90.36 | 89.04 | 90.54 | 90.65 | 89.24 | 88.76 | 89.26 | 88.52 | 91.48 | 89.28 | 88.06 | 89.15 | 89.37 | 91.34 | 90.46 | 89.52 | 88.61 | 90.36 | 89.09 | 90.14 | 88.14 | 87.47 |
| 534 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.29 | 89.06 | 89.52 | 89.94 | 87.75 | 89.31 | 89.97 | 88.93 | 89.94 | 90.16 | 90.32 | 91.02 | 87.90 | 90.43 | 89.87 | 89.55 | 89.44 | 89.95 | 88.70 | 89.79 | 89.92 | 87.45 | 89.79 | 89.90 | 90.79 |
| 535 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.59 | 89.95 | 89.02 | 87.86 | 89.06 | 89.66 | 88.37 | 89.82 | 89.10 | 89.54 | 88.40 | 89.71 | 89.68 | 90.53 | 76.58 | 89.83 | 90.87 | 90.34 | 91.04 | 89.45 | 84.01 | 87.63 | 89.73 | 88.97 | 89.89 |
| 552 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.26 | 90.57 | 90.39 | 90.41 | 87.78 | 89.70 | 89.23 | 90.62 | 89.48 | 89.54 | 90.40 | 91.52 | 88.69 | 89.65 | 89.74 | 89.42 | 90.34 | 89.73 | 90.73 | 90.27 | 90.64 | 88.92 | 90.91 | 89.66 | 88.19 |
| 553 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.50 | 89.91 | 89.43 | 90.31 | 88.57 | 90.04 | 90.05 | 89.33 | 89.29 | 91.56 | 90.15 | 89.97 | 89.95 | 89.86 | 89.44 | 89.29 | 89.90 | 89.83 | 89.67 | 88.52 | 89.92 | 90.34 | 89.61 | 89.38 | 88.91 |
| 554 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.58 | 90.89 | 90.01 | 89.80 | 89.58 | 89.65 | 89.26 | 89.53 | 88.36 | 88.80 | 90.84 | 89.31 | 89.82 | 88.76 | 90.34 | 89.23 | 89.86 | 89.44 | 89.93 | 89.26 | 89.71 | 89.16 | 89.73 | 87.21 | 89.55 |
| 555 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.39 | 89.94 | 88.61 | 89.74 | 89.53 | 90.27 | 89.40 | 88.95 | 89.34 | 88.49 | 90.63 | 89.41 | 90.34 | 89.08 | 89.40 | 90.63 | 90.09 | 90.17 | 90.53 | 89.42 | 90.46 | 89.42 | 88.38 | 88.95 | 88.10 |
| 572 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.65 | 88.79 | 89.27 | 88.78 | 89.95 | 88.64 | 88.26 | 89.07 | 90.08 | 91.17 | 90.48 | 90.40 | 90.94 | 90.22 | 90.09 | 88.93 | 89.15 | 88.87 | 91.04 | 87.81 | 90.00 | 88.90 | 89.83 | 91.05 | 90.59 |
| 573 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.25 | 87.88 | 90.53 | 89.20 | 88.78 | 90.64 | 88.34 | 88.44 | 89.25 | 89.30 | 90.56 | 90.66 | 89.59 | 89.46 | 90.40 | 90.07 | 89.17 | 90.04 | 90.00 | 87.37 | 90.93 | 89.36 | 88.74 | 90.90 | 91.39 |
| 574 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.80 | 90.39 | 89.45 | 89.48 | 90.12 | 89.81 | 89.88 | 90.22 | 90.07 | 90.04 | 89.86 | 90.98 | 90.13 | 91.29 | 89.21 | 90.00 | 89.58 | 90.51 | 90.20 | 88.94 | 90.61 | 87.88 | 89.48 | 88.71 | 88.68 |
| 575 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.05 | 90.18 | 90.61 | 90.09 | 90.14 | 89.98 | 90.84 | 90.18 | 88.71 | 89.35 | 90.80 | 91.07 | 90.10 | 89.75 | 90.40 | 90.26 | 89.70 | 89.23 | 90.58 | 90.69 | 89.59 | 88.18 | 89.56 | 90.81 | 88.74 |
| 592 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.86 | 88.38 | 90.61 | 89.66 | 89.31 | 90.22 | 90.30 | 90.84 | 88.69 | 90.01 | 90.89 | 90.40 | 90.47 | 90.14 | 89.57 | 89.04 | 88.33 | 89.68 | 90.17 | 87.85 | 90.85 | 89.26 | 90.48 | 91.34 | 89.54 |
| 593 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.91 | 90.62 | 88.60 | 90.31 | 89.13 | 89.05 | 87.41 | 89.38 | 89.45 | 87.65 | 89.65 | 91.34 | 88.56 | 89.43 | 88.98 | 89.29 | 89.93 | 88.59 | 90.31 | 89.66 | 90.52 | 88.17 | 89.62 | 89.12 | 88.82 |
| 594 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.14 | 90.32 | 89.36 | 90.13 | 90.32 | 91.03 | 87.89 | 90.89 | 89.37 | 88.79 | 90.47 | 90.05 | 90.23 | 88.82 | 89.89 | 88.58 | 89.67 | 90.15 | 89.67 | 89.57 | 90.20 | 90.30 | 88.96 | 88.86 | 88.82 |
| 595 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.02 | 89.65 | 88.09 | 89.71 | 91.04 | 89.88 | 90.93 | 89.67 | 90.29 | 88.97 | 91.18 | 89.84 | 90.45 | 88.76 | 89.28 | 88.84 | 90.61 | 91.06 | 90.17 | 89.91 | 89.99 | 90.09 | 89.66 | 89.14 | 90.62 |
| 612 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.51 | 90.13 | 89.37 | 89.85 | 87.27 | 90.51 | 87.44 | 90.36 | 88.06 | 89.71 | 89.74 | 90.00 | 89.61 | 89.34 | 88.57 | 90.26 | 89.53 | 90.34 | 89.29 | 88.96 | 90.94 | 89.84 | 88.47 | 89.60 | 88.50 |
| 613 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.14 | 89.59 | 88.22 | 90.63 | 89.27 | 88.22 | 89.08 | 90.60 | 89.24 | 89.79 | 90.16 | 89.58 | 89.08 | 88.32 | 89.87 | 89.32 | 91.20 | 89.66 | 88.50 | 90.01 | 89.60 | 89.93 | 87.87 | 89.22 | 88.17 |
| 614 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.32 | 89.59 | 87.42 | 90.46 | 88.87 | 89.31 | 88.92 | 88.87 | 88.56 | 88.92 | 89.35 | 90.60 | 90.09 | 89.04 | 90.76 | 89.64 | 90.10 | 89.36 | 90.37 | 90.38 | 88.65 | 89.41 | 89.41 | 88.46 | 87.58 |
| 615 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.69 | 89.66 | 89.71 | 89.12 | 89.19 | 89.93 | 89.83 | 89.34 | 88.89 | 88.37 | 89.36 | 89.24 | 88.76 | 90.45 | 89.35 | 90.13 | 89.68 | 88.74 | 90.51 | 88.34 | 90.40 | 89.71 | 89.35 | 87.90 | 87.25 |
| 632 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.97 | 89.65 | 88.92 | 90.38 | 89.63 | 90.43 | 88.18 | 88.73 | 89.21 | 89.20 | 89.39 | 90.07 | 89.51 | 88.42 | 89.46 | 89.87 | 89.35 | 89.76 | 89.16 | 89.44 | 89.97 | 86.90 | 89.09 | 89.38 | 88.56 |
| 633 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.72 | 88.21 | 89.49 | 88.35 | 88.56 | 89.36 | 87.66 | 89.61 | 87.62 | 89.68 | 89.25 | 89.96 | 88.10 | 89.12 | 89.99 | 89.52 | 89.39 | 90.62 | 90.06 | 88.71 | 89.13 | 88.22 | 90.53 | 87.60 | 88.80 |
| 634 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 87.37 | 89.38 | 89.36 | 88.89 | 89.37 | 89.06 | 90.03 | 89.41 | 88.89 | 88.61 | 89.89 | 90.99 | 88.23 | 89.69 | 89.78 | 88.61 | 90.04 | 89.27 | 90.37 | 89.34 | 89.47 | 88.32 | 88.46 | 88.57 | 88.39 |
| 635 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.99 | 89.42 | 88.34 | 89.45 | 87.63 | 89.23 | 89.47 | 89.55 | 89.23 | 89.94 | 89.20 | 89.37 | 89.22 | 89.07 | 89.71 | 89.24 | 89.67 | 90.34 | 89.79 | 88.73 | 89.28 | 88.41 | 88.61 | 89.51 | 90.25 |
| 652 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.35 | 89.76 | 89.69 | 89.87 | 89.30 | 89.69 | 88.10 | 89.26 | 88.86 | 88.20 | 88.97 | 88.39 | 89.84 | 89.20 | 90.32 | 90.21 | 88.87 | 89.50 | 88.31 | 88.04 | 88.47 | 89.11 | 87.80 | 89.06 | 88.56 |
| 653 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.20 | 89.13 | 87.91 | 89.24 | 89.25 | 88.53 | 89.00 | 89.46 | 89.25 | 88.04 | 89.37 | 89.92 | 89.77 | 89.84 | 90.42 | 88.24 | 89.68 | 89.44 | 87.61 | 87.88 | 89.51 | 88.66 | 87.50 | 89.65 | 89.31 |
| 654 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.76 | 90.87 | 88.90 | 89.43 | 88.30 | 89.28 | 89.07 | 89.49 | 89.62 | 89.58 | 90.79 | 90.42 | 90.68 | 89.51 | 90.99 | 88.81 | 90.44 | 89.16 | 89.83 | 88.09 | 88.74 | 89.22 | 89.22 | 89.00 | 89.03 |
| 655 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 86.45 | 89.65 | 89.43 | 89.35 | 89.46 | 89.42 | 87.39 | 89.55 | 87.63 | 90.16 | 89.76 | 90.06 | 90.31 | 89.30 | 89.83 | 89.46 | 88.84 | 89.78 | 89.78 | 88.10 | 89.61 | 87.59 | 89.00 | 89.23 | 88.85 |
| 672 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.83 | 90.79 | 88.76 | 88.87 | 88.71 | 89.47 | 87.88 | 89.00 | 89.50 | 91.53 | 90.22 | 90.75 | 87.96 | 89.28 | 89.68 | 88.55 | 90.34 | 90.07 | 90.34 | 90.36 | 89.72 | 87.74 | 89.79 | 88.56 | 89.23 |
| 673 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.28 | 89.43 | 89.86 | 89.37 | 88.00 | 90.03 | 89.68 | 90.88 | 88.28 | 88.86 | 89.52 | 89.82 | 89.11 | 89.88 | 88.77 | 90.14 | 90.75 | 90.06 | 88.73 | 88.57 | 89.21 | 88.57 | 87.79 | 88.75 | 89.51 |
| 674 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.28 | 90.34 | 89.76 | 90.15 | 89.46 | 89.27 | 88.33 | 89.24 | 90.25 | 89.39 | 88.46 | 90.00 | 89.75 | 88.77 | 90.32 | 90.30 | 88.74 | 88.89 | 89.91 | 88.14 | 90.49 | 90.02 | 90.43 | 89.85 | 90.01 |
| 675 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.34 | 88.96 | 88.49 | 89.94 | 88.62 | 91.84 | 88.84 | 91.73 | 89.38 | 90.73 | 89.57 | 90.57 | 87.64 | 89.94 | 91.16 | 90.79 | 90.09 | 89.49 | 90.60 | 88.70 | 89.92 | 89.81 | 89.42 | 89.28 | 90.94 |
| 692 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.78 | 90.36 | 88.55 | 90.47 | 90.66 | 90.46 | 90.18 | 90.48 | 91.05 | 88.92 | 90.67 | 89.84 | 88.44 | 88.92 | 90.59 | 90.94 | 90.79 | 89.46 | 88.96 | 88.98 | 90.46 | 89.19 | 76.39 | 89.68 | 88.22 |
| 693 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.67 | 89.22 | 89.55 | 89.25 | 88.64 | 90.04 | 88.82 | 89.97 | 88.91 | 91.12 | 88.22 | 89.26 | 89.48 | 90.95 | 90.22 | 91.02 | 90.35 | 90.51 | 89.22 | 89.81 | 89.26 | 88.89 | 91.81 | 88.37 | 89.12 |
| 694 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.44 | 90.07 | 89.12 | 89.15 | 88.81 | 89.80 | 88.51 | 89.45 | 89.29 | 90.46 | 89.60 | 90.99 | 92.23 | 89.57 | 91.05 | 90.61 | 89.74 | 89.27 | 89.60 | 89.28 | 89.83 | 89.08 | 86.28 | 89.26 | 87.76 |
| 695 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.43 | 90.00 | 89.46 | 89.48 | 90.13 | 89.88 | 88.53 | 89.44 | 88.43 | 90.65 | 87.98 | 89.61 | 89.63 | 89.74 | 90.59 | 89.89 | 90.25 | 90.14 | 91.76 | 86.88 | 89.87 | 91.03 | 89.31 | 88.58 | 89.78 |
| 712 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.23 | 88.58 | 88.81 | 90.29 | 89.91 | 90.32 | 89.48 | 90.01 | 89.06 | 77.45 | 90.36 | 89.11 | 90.38 | 88.39 | 89.31 | 89.01 | 90.73 | 89.28 | 88.96 | 89.53 | 77.75 | 76.49 | 89.44 | 88.78 | 90.31 |
| 713 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.77 | 90.13 | 87.69 | 90.81 | 89.45 | 90.24 | 89.04 | 76.59 | 90.23 | 89.09 | 89.27 | 89.78 | 88.53 | 88.51 | 90.36 | 90.53 | 90.76 | 90.76 | 89.47 | 88.59 | 89.74 | 88.68 | 89.39 | 89.18 | 89.87 |
| 714 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.09 | 88.78 | 88.17 | 90.84 | 89.01 | 88.62 | 90.27 | 89.71 | 89.77 | 90.58 | 89.58 | 90.66 | 91.98 | 89.02 | 88.93 | 89.69 | 89.29 | 88.53 | 89.24 | 89.73 | 75.93 | 88.89 | 88.72 | 90.00 | 89.42 |
| 715 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.85 | 90.51 | 90.32 | 87.58 | 89.39 | 90.50 | 87.92 | 91.09 | 89.63 | 89.33 | 90.07 | 89.62 | 91.10 | 87.91 | 88.72 | 89.32 | 90.56 | 90.57 | 90.55 | 90.51 | 89.76 | 90.74 | 87.58 | 90.33 | 89.60 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 49.17 | 91.57 | 90.93 | 91.02 | 92.06 | 90.81 | 91.60 | 92.54 | 90.35 | 89.32 | 92.62 | 91.72 | 93.25 | 93.11 | 92.33 | 92.81 | 93.04 | 90.28 | 91.56 | 94.66 | 84.55 | 91.93 | 92.30 | 93.48 | 93.35 |
| 13 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.51 | 93.19 | 92.33 | 92.11 | 91.71 | 92.60 | 93.22 | 93.30 | 91.73 | 92.17 | 93.53 | 92.72 | 93.63 | 95.08 | 92.68 | 92.84 | 92.59 | 93.68 | 92.15 | 95.06 | 94.29 | 93.51 | 92.36 | 92.02 | 93.15 |
| 14 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.80 | 93.83 | 91.79 | 93.98 | 92.18 | 93.03 | 49.17 | 92.95 | 94.57 | 91.90 | 92.18 | 91.42 | 92.47 | 92.11 | 92.57 | 92.82 | 90.40 | 93.04 | 92.71 | 92.64 | 93.58 | 94.19 | 94.31 | 93.34 | 92.98 |
| 15 | 372 | 32 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.45 | 92.09 | 91.33 | 94.23 | 91.84 | 90.61 | 92.42 | 90.49 | 91.27 | 91.95 | 92.66 | 92.42 | 92.22 | 93.72 | 90.64 | 92.19 | 93.36 | 91.90 | 92.20 | 93.39 | 93.12 | 92.87 | 92.32 | 92.15 | 92.92 |
| 32 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.35 | 90.84 | 92.88 | 92.10 | 82.21 | 89.96 | 92.69 | 94.35 | 92.14 | 91.64 | 91.91 | 91.28 | 90.88 | 93.07 | 92.73 | 92.89 | 91.14 | 92.21 | 92.96 | 92.96 | 92.83 | 92.30 | 92.73 | 93.23 | 93.31 |
| 33 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.06 | 92.79 | 92.84 | 92.75 | 93.55 | 91.35 | 93.09 | 92.90 | 92.54 | 92.61 | 92.87 | 92.44 | 93.06 | 93.43 | 89.80 | 91.50 | 93.77 | 93.00 | 93.12 | 92.82 | 93.00 | 93.26 | 93.60 | 94.37 | 93.21 |
| 34 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.64 | 93.50 | 91.98 | 91.34 | 91.91 | 91.32 | 93.00 | 93.19 | 92.73 | 92.01 | 91.25 | 92.62 | 92.56 | 92.06 | 93.66 | 94.28 | 93.74 | 91.76 | 92.33 | 92.44 | 92.35 | 94.30 | 92.64 | 93.10 | 92.64 |
| 35 | 372 | 32 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.16 | 92.61 | 93.75 | 93.05 | 92.67 | 92.07 | 91.73 | 92.87 | 93.49 | 93.24 | 92.05 | 91.71 | 91.64 | 92.85 | 91.33 | 94.09 | 93.38 | 91.10 | 92.22 | 92.58 | 94.55 | 94.17 | 92.53 | 92.90 | 94.36 |
| 52 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.25 | 92.80 | 92.99 | 93.33 | 91.72 | 88.76 | 90.50 | 91.98 | 92.87 | 91.34 | 92.46 | 90.87 | 92.94 | 92.38 | 93.50 | 93.92 | 93.45 | 93.87 | 91.77 | 92.95 | 93.83 | 92.62 | 93.43 | 92.51 | 93.34 |
| 53 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.95 | 93.27 | 93.28 | 94.04 | 93.58 | 90.18 | 91.25 | 95.53 | 95.01 | 92.33 | 93.41 | 92.77 | 93.32 | 94.31 | 92.34 | 92.29 | 49.17 | 92.22 | 92.90 | 94.24 | 94.20 | 92.59 | 92.17 | 93.90 | 91.59 |
| 54 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.28 | 92.03 | 92.65 | 91.65 | 92.66 | 90.27 | 93.40 | 92.69 | 91.13 | 91.26 | 89.97 | 91.96 | 92.33 | 91.44 | 91.77 | 91.70 | 92.25 | 92.36 | 91.20 | 94.24 | 92.65 | 92.90 | 92.21 | 92.48 | 92.73 |
| 55 | 372 | 32 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.00 | 93.89 | 93.29 | 91.97 | 91.25 | 92.25 | 94.85 | 92.22 | 93.21 | 94.58 | 93.56 | 92.57 | 94.87 | 92.88 | 92.92 | 92.67 | 92.73 | 92.68 | 93.99 | 93.65 | 94.26 | 93.48 | 93.78 | 92.99 | 91.60 |
| 72 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.33 | 92.13 | 92.40 | 92.11 | 92.19 | 92.23 | 91.58 | 93.41 | 90.98 | 89.32 | 92.67 | 91.26 | 91.16 | 92.08 | 93.25 | 93.80 | 92.10 | 94.19 | 94.02 | 94.24 | 93.84 | 93.44 | 90.58 | 93.62 | 92.87 |
| 73 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.67 | 92.93 | 92.01 | 92.25 | 92.39 | 90.74 | 92.59 | 91.56 | 94.86 | 91.44 | 90.56 | 92.42 | 92.50 | 91.11 | 91.93 | 93.57 | 93.18 | 93.61 | 92.22 | 93.04 | 93.09 | 90.06 | 92.50 | 91.49 | 92.26 |
| 74 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 94.27 | 91.46 | 93.39 | 93.10 | 92.41 | 92.10 | 92.69 | 91.32 | 92.48 | 90.28 | 91.55 | 90.75 | 93.16 | 90.70 | 90.27 | 91.72 | 93.28 | 91.26 | 92.39 | 93.06 | 91.81 | 92.49 | 92.18 | 92.32 | 91.12 |
| 75 | 372 | 32 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.28 | 91.77 | 93.53 | 91.44 | 92.80 | 49.17 | 90.62 | 93.52 | 93.71 | 92.23 | 91.23 | 92.13 | 92.86 | 93.21 | 91.71 | 92.78 | 92.97 | 92.30 | 91.58 | 93.71 | 94.11 | 95.29 | 91.98 | 91.23 | 91.34 |
| 92 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.96 | 91.06 | 93.02 | 92.65 | 93.39 | 91.60 | 91.11 | 92.76 | 91.83 | 92.54 | 92.80 | 91.22 | 93.85 | 93.92 | 91.97 | 93.65 | 91.73 | 94.79 | 90.98 | 93.83 | 93.32 | 92.10 | 91.46 | 92.99 | 90.84 |
| 93 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.05 | 91.12 | 93.51 | 92.14 | 93.26 | 90.30 | 93.04 | 92.86 | 93.72 | 92.94 | 93.53 | 91.21 | 93.27 | 90.81 | 91.68 | 93.97 | 94.46 | 90.61 | 91.07 | 93.68 | 93.06 | 93.26 | 92.91 | 92.50 | 91.32 |
| 94 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.74 | 92.23 | 91.96 | 92.34 | 94.33 | 91.53 | 89.91 | 91.54 | 93.94 | 93.93 | 94.06 | 92.05 | 93.12 | 92.51 | 92.99 | 93.61 | 92.43 | 93.24 | 92.37 | 93.10 | 93.01 | 92.26 | 94.08 | 93.04 | 92.18 |
| 95 | 372 | 32 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.14 | 93.20 | 92.81 | 92.77 | 92.55 | 92.24 | 91.96 | 92.06 | 91.30 | 92.37 | 91.57 | 91.36 | 94.63 | 91.39 | 93.58 | 92.42 | 92.59 | 91.39 | 91.29 | 92.70 | 93.00 | 93.54 | 92.72 | 92.96 | 93.98 |
| 112 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.56 | 92.79 | 91.20 | 93.30 | 93.88 | 92.10 | 90.35 | 93.02 | 93.32 | 93.55 | 91.68 | 93.47 | 91.85 | 92.32 | 91.87 | 92.36 | 93.29 | 92.71 | 93.22 | 92.10 | 91.86 | 92.27 | 90.69 | 91.96 | 92.35 |
| 113 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.46 | 92.71 | 91.72 | 93.54 | 94.42 | 91.53 | 92.33 | 94.24 | 93.09 | 91.30 | 92.31 | 92.56 | 93.89 | 93.68 | 92.24 | 92.74 | 93.61 | 92.94 | 92.17 | 93.73 | 92.34 | 93.20 | 92.68 | 91.62 | 92.67 |
| 114 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.85 | 92.95 | 94.20 | 91.41 | 93.42 | 92.53 | 93.01 | 91.40 | 93.97 | 92.73 | 91.15 | 91.23 | 93.73 | 92.31 | 92.28 | 92.65 | 91.96 | 91.71 | 94.21 | 92.36 | 94.28 | 93.22 | 92.88 | 92.26 | 92.88 |
| 115 | 372 | 32 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.95 | 91.61 | 92.24 | 92.88 | 94.10 | 91.19 | 93.62 | 91.88 | 91.57 | 92.98 | 92.43 | 92.73 | 92.83 | 94.38 | 91.31 | 94.37 | 94.82 | 92.44 | 92.75 | 92.97 | 92.95 | 93.11 | 92.84 | 92.93 | 93.16 |
| 132 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.71 | 89.88 | 92.90 | 92.35 | 92.29 | 91.06 | 92.60 | 91.56 | 90.99 | 92.59 | 92.90 | 93.18 | 93.97 | 92.97 | 91.68 | 91.62 | 95.01 | 92.93 | 94.42 | 92.89 | 91.68 | 93.90 | 91.58 | 93.77 | 89.84 |
| 133 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.02 | 92.59 | 92.30 | 91.14 | 92.20 | 91.65 | 90.47 | 93.42 | 92.01 | 92.35 | 91.37 | 91.10 | 93.62 | 91.71 | 91.69 | 92.17 | 91.58 | 91.86 | 92.58 | 88.87 | 94.15 | 93.15 | 49.17 | 93.68 | 90.60 |
| 134 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.62 | 93.00 | 93.33 | 90.78 | 93.67 | 92.62 | 92.83 | 93.55 | 93.11 | 93.13 | 92.46 | 92.91 | 94.02 | 91.94 | 90.65 | 91.70 | 93.06 | 92.18 | 93.49 | 93.90 | 92.72 | 93.04 | 74.00 | 95.88 | 93.07 |
| 135 | 372 | 32 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 94.49 | 92.87 | 93.04 | 92.87 | 94.39 | 90.37 | 92.14 | 92.39 | 92.03 | 92.53 | 92.59 | 90.96 | 92.49 | 91.66 | 92.04 | 94.42 | 91.34 | 90.78 | 91.52 | 93.23 | 94.63 | 92.67 | 93.21 | 93.49 | 93.99 |
| 152 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.47 | 92.28 | 91.23 | 92.29 | 92.73 | 91.09 | 92.26 | 94.01 | 92.92 | 94.49 | 91.52 | 91.08 | 93.27 | 92.16 | 92.66 | 92.82 | 93.91 | 91.27 | 92.59 | 94.07 | 93.97 | 94.54 | 78.62 | 92.86 | 75.28 |
| 153 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 94.75 | 91.80 | 91.53 | 92.77 | 92.68 | 92.57 | 92.90 | 92.40 | 93.88 | 92.87 | 92.96 | 91.09 | 93.61 | 92.92 | 49.17 | 92.13 | 93.03 | 93.50 | 93.74 | 93.15 | 91.05 | 92.97 | 93.14 | 92.74 | 93.69 |
| 154 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 92.00 | 91.88 | 91.91 | 92.36 | 94.53 | 91.88 | 92.11 | 92.33 | 93.30 | 93.48 | 93.30 | 91.72 | 93.11 | 92.92 | 92.76 | 92.35 | 92.16 | 92.85 | 94.45 | 91.09 | 94.24 | 94.38 | 93.14 | 93.57 | 93.69 |
| 155 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.66 | 92.14 | 91.70 | 92.30 | 92.36 | 91.07 | 93.35 | 90.86 | 93.34 | 92.55 | 94.08 | 91.31 | 92.88 | 93.80 | 92.15 | 93.30 | 94.34 | 93.90 | 90.50 | 93.68 | 93.80 | 94.00 | 92.22 | 93.10 | 92.77 |
| 172 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.02 | 92.10 | 90.58 | 93.19 | 91.57 | 92.60 | 91.82 | 92.47 | 94.24 | 91.13 | 92.12 | 91.85 | 94.51 | 92.48 | 92.38 | 92.73 | 92.15 | 92.91 | 92.56 | 93.50 | 94.12 | 90.54 | 90.41 | 93.98 | 93.08 |
| 173 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.85 | 92.29 | 90.35 | 92.03 | 93.25 | 92.20 | 91.41 | 91.75 | 90.81 | 94.46 | 92.11 | 91.00 | 93.70 | 92.04 | 92.34 | 92.54 | 92.82 | 92.62 | 92.99 | 93.79 | 94.67 | 94.47 | 94.64 | 92.53 | 92.98 |
| 174 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.73 | 91.94 | 94.58 | 93.56 | 93.18 | 90.62 | 92.65 | 49.17 | 91.38 | 93.64 | 91.82 | 91.85 | 92.66 | 92.60 | 90.64 | 93.19 | 92.54 | 90.64 | 91.14 | 94.85 | 77.73 | 95.08 | 94.21 | 91.89 | 92.06 |
| 175 | 372 | 32 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.53 | 89.99 | 91.22 | 92.25 | 91.32 | 90.29 | 91.71 | 91.05 | 93.23 | 92.76 | 93.27 | 91.83 | 92.98 | 93.31 | 90.24 | 91.68 | 92.92 | 94.35 | 92.84 | 93.71 | 95.31 | 92.78 | 74.20 | 92.81 | 91.84 |
| 192 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.01 | 94.50 | 92.26 | 93.13 | 92.23 | 92.12 | 91.65 | 92.87 | 90.79 | 92.16 | 93.11 | 90.25 | 90.99 | 92.33 | 92.02 | 91.10 | 94.37 | 91.20 | 92.61 | 92.17 | 92.90 | 93.35 | 93.03 | 91.75 | 93.16 |
| 193 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.77 | 92.23 | 93.73 | 93.01 | 92.98 | 92.34 | 92.17 | 92.26 | 93.18 | 90.39 | 93.32 | 93.14 | 91.77 | 91.98 | 92.00 | 93.39 | 91.48 | 92.23 | 91.40 | 94.31 | 92.47 | 94.58 | 93.22 | 93.04 | 93.50 |
| 194 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.93 | 91.23 | 91.89 | 92.52 | 91.65 | 92.02 | 89.93 | 92.84 | 92.55 | 89.95 | 93.15 | 93.28 | 92.17 | 91.13 | 91.78 | 91.62 | 93.37 | 89.20 | 91.36 | 93.58 | 94.10 | 91.76 | 91.94 | 91.99 | 92.67 |
| 195 | 372 | 32 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.94 | 92.51 | 93.29 | 90.66 | 93.50 | 90.98 | 90.83 | 93.07 | 92.79 | 91.95 | 91.05 | 92.62 | 93.85 | 92.28 | 91.28 | 92.55 | 93.06 | 91.03 | 92.50 | 94.31 | 93.52 | 92.85 | 93.09 | 92.97 | 93.52 |
| 212 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.03 | 92.72 | 91.05 | 93.07 | 89.00 | 91.56 | 90.50 | 91.00 | 93.07 | 91.86 | 91.54 | 91.07 | 92.34 | 93.68 | 92.67 | 92.43 | 91.75 | 93.81 | 93.56 | 92.34 | 93.90 | 93.58 | 92.27 | 91.23 | 86.22 |
| 213 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.21 | 91.62 | 92.87 | 93.76 | 91.39 | 91.41 | 92.85 | 92.65 | 94.46 | 93.22 | 91.63 | 92.85 | 92.90 | 93.85 | 93.24 | 93.36 | 91.44 | 92.61 | 93.13 | 93.86 | 92.64 | 93.17 | 91.99 | 92.56 | 91.84 |
| 214 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 94.70 | 92.22 | 94.22 | 91.30 | 92.49 | 90.73 | 91.97 | 92.14 | 90.14 | 93.24 | 92.00 | 92.15 | 91.87 | 91.55 | 90.99 | 91.73 | 92.90 | 91.58 | 91.58 | 94.20 | 93.05 | 90.84 | 91.37 | 92.47 | 91.61 |
| 215 | 372 | 32 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.27 | 92.46 | 92.78 | 91.45 | 90.87 | 91.63 | 92.34 | 94.31 | 93.98 | 94.06 | 93.77 | 91.26 | 92.58 | 90.77 | 93.28 | 93.73 | 92.53 | 91.54 | 92.27 | 94.42 | 92.88 | 93.58 | 92.16 | 93.58 | 93.25 |
| 232 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.07 | 92.54 | 93.01 | 91.06 | 91.01 | 91.58 | 92.33 | 93.35 | 92.88 | 92.74 | 91.92 | 91.51 | 93.99 | 92.22 | 91.96 | 93.11 | 94.22 | 93.59 | 93.27 | 94.75 | 92.18 | 93.20 | 93.31 | 93.62 | 90.75 |
| 233 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.42 | 92.31 | 91.74 | 93.87 | 93.37 | 92.58 | 92.54 | 91.26 | 93.43 | 94.89 | 91.96 | 92.03 | 92.27 | 91.20 | 90.42 | 92.47 | 92.19 | 91.82 | 91.35 | 93.74 | 93.94 | 94.04 | 92.74 | 93.66 | 92.15 |
| 234 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.72 | 92.86 | 95.32 | 91.68 | 92.92 | 90.77 | 92.48 | 92.61 | 92.44 | 92.10 | 89.75 | 91.95 | 93.24 | 93.55 | 93.25 | 94.93 | 92.89 | 91.55 | 91.94 | 93.89 | 92.54 | 94.48 | 92.87 | 92.02 | 91.89 |
| 235 | 372 | 32 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.13 | 91.40 | 91.02 | 94.01 | 93.42 | 90.13 | 94.29 | 93.25 | 90.34 | 92.70 | 93.77 | 90.72 | 94.67 | 93.01 | 92.79 | 93.97 | 91.85 | 93.32 | 93.47 | 94.74 | 93.11 | 93.77 | 90.55 | 93.46 | 93.51 |
| 252 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.14 | 91.92 | 92.36 | 92.49 | 94.30 | 91.22 | 91.37 | 93.35 | 92.28 | 93.72 | 93.44 | 91.53 | 93.03 | 94.11 | 91.29 | 91.80 | 92.42 | 93.44 | 92.83 | 92.81 | 92.97 | 94.53 | 92.47 | 93.55 | 92.45 |
| 253 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.92 | 92.80 | 93.77 | 91.18 | 94.07 | 90.56 | 93.16 | 91.95 | 92.43 | 93.82 | 92.37 | 91.58 | 92.00 | 94.48 | 92.89 | 95.43 | 92.54 | 91.59 | 92.26 | 92.20 | 92.31 | 93.66 | 92.23 | 93.13 | 93.61 |
| 254 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.84 | 91.38 | 94.79 | 92.56 | 91.87 | 90.39 | 90.95 | 92.66 | 92.15 | 91.71 | 92.13 | 91.84 | 92.27 | 92.18 | 93.62 | 91.83 | 93.97 | 90.87 | 90.38 | 94.59 | 92.50 | 93.48 | 92.93 | 92.68 | 91.86 |
| 255 | 372 | 32 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.00 | 91.50 | 91.44 | 93.78 | 92.16 | 90.93 | 93.27 | 91.25 | 93.09 | 92.95 | 92.80 | 91.38 | 92.78 | 93.38 | 92.55 | 93.06 | 93.01 | 93.58 | 93.13 | 94.14 | 94.97 | 93.10 | 93.38 | 92.05 | 92.69 |
| 272 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.29 | 93.15 | 92.16 | 91.20 | 92.89 | 91.25 | 94.05 | 92.36 | 92.74 | 92.90 | 92.29 | 91.44 | 92.78 | 92.37 | 92.77 | 93.60 | 91.71 | 91.44 | 91.99 | 94.60 | 93.82 | 87.23 | 92.03 | 93.52 | 92.58 |
| 273 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.24 | 92.52 | 93.75 | 90.80 | 93.93 | 92.36 | 93.21 | 92.50 | 92.90 | 92.48 | 92.59 | 91.77 | 93.25 | 93.68 | 91.39 | 93.19 | 93.04 | 92.58 | 92.02 | 93.52 | 93.16 | 92.96 | 92.30 | 92.80 | 92.00 |
| 274 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.60 | 91.56 | 92.93 | 94.26 | 94.15 | 91.55 | 91.72 | 90.95 | 93.36 | 89.82 | 92.58 | 91.71 | 92.11 | 92.57 | 90.68 | 91.07 | 93.18 | 92.49 | 92.63 | 93.50 | 91.98 | 93.55 | 91.37 | 92.01 | 93.29 |
| 275 | 372 | 32 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.41 | 93.01 | 91.73 | 91.35 | 92.97 | 90.81 | 93.60 | 93.44 | 90.62 | 91.46 | 92.52 | 92.18 | 92.79 | 92.10 | 91.60 | 93.17 | 92.82 | 93.41 | 92.33 | 94.55 | 93.51 | 92.67 | 92.22 | 92.68 | 93.39 |
| 292 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.62 | 91.24 | 91.87 | 93.59 | 91.89 | 90.36 | 92.53 | 93.09 | 94.35 | 93.66 | 93.30 | 91.24 | 93.11 | 92.81 | 92.67 | 94.61 | 92.59 | 91.07 | 92.57 | 94.56 | 92.83 | 94.25 | 93.88 | 77.35 | 90.43 |
| 293 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.40 | 92.23 | 93.04 | 90.56 | 93.69 | 91.59 | 92.76 | 92.76 | 93.47 | 92.91 | 92.32 | 93.28 | 92.72 | 93.63 | 93.62 | 93.59 | 92.64 | 92.75 | 92.67 | 93.06 | 94.26 | 94.20 | 90.25 | 93.31 | 93.57 |
| 294 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.73 | 92.07 | 93.50 | 92.20 | 91.39 | 91.41 | 92.18 | 92.44 | 92.85 | 92.43 | 92.53 | 91.22 | 95.18 | 92.86 | 92.23 | 92.96 | 94.45 | 93.22 | 93.22 | 92.95 | 92.55 | 94.94 | 91.38 | 92.73 | 92.38 |
| 295 | 372 | 32 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 93.09 | 90.11 | 92.36 | 89.55 | 92.33 | 90.65 | 91.34 | 90.81 | 92.84 | 92.73 | 92.46 | 90.56 | 95.39 | 93.68 | 91.21 | 92.60 | 92.36 | 91.96 | 92.59 | 93.40 | 92.76 | 94.67 | 93.14 | 93.03 | 92.28 |
| 312 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 94.11 | 93.59 | 91.81 | 92.13 | 92.84 | 91.91 | 92.71 | 91.92 | 93.90 | 92.37 | 92.18 | 93.96 | 91.12 | 93.63 | 89.60 | 92.64 | 91.90 | 94.71 | 91.21 | 94.63 | 91.96 | 90.70 | 91.96 | 94.11 | 92.60 |
| 313 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.83 | 91.22 | 92.70 | 92.70 | 93.85 | 91.88 | 92.94 | 92.37 | 93.36 | 92.05 | 93.23 | 92.33 | 93.25 | 93.89 | 92.37 | 93.77 | 92.33 | 92.49 | 91.35 | 94.45 | 92.94 | 92.80 | 93.57 | 92.51 | 93.38 |
| 314 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.23 | 89.20 | 93.98 | 93.58 | 93.90 | 93.70 | 93.43 | 92.57 | 93.88 | 92.89 | 91.54 | 90.11 | 91.12 | 92.40 | 91.32 | 95.22 | 93.12 | 92.91 | 92.67 | 94.44 | 94.58 | 94.69 | 93.35 | 92.57 | 74.13 |
| 315 | 372 | 32 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.02 | 91.81 | 92.87 | 92.71 | 89.68 | 91.26 | 92.78 | 93.46 | 91.98 | 91.99 | 93.12 | 94.27 | 92.85 | 93.28 | 91.22 | 93.36 | 94.59 | 94.45 | 91.31 | 93.36 | 93.53 | 76.71 | 71.80 | 92.54 | 91.94 |
| 332 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.19 | 92.28 | 95.81 | 90.77 | 93.23 | 91.72 | 91.67 | 93.56 | 92.80 | 91.72 | 92.80 | 94.04 | 93.56 | 91.83 | 92.96 | 90.03 | 93.85 | 92.48 | 91.01 | 94.09 | 94.40 | 75.70 | 94.28 | 92.79 | 75.59 |
| 333 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.44 | 92.94 | 93.32 | 91.34 | 91.63 | 88.74 | 91.35 | 93.67 | 93.35 | 91.30 | 90.79 | 92.49 | 93.66 | 92.78 | 91.64 | 92.10 | 91.94 | 93.02 | 92.30 | 77.16 | 93.59 | 93.69 | 93.82 | 92.83 | 93.81 |
| 334 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.06 | 94.61 | 94.74 | 90.84 | 92.39 | 92.45 | 91.51 | 94.15 | 92.91 | 93.98 | 91.36 | 90.95 | 91.70 | 92.27 | 92.68 | 93.50 | 92.44 | 92.74 | 92.01 | 93.61 | 92.85 | 93.19 | 91.35 | 93.53 | 93.12 |
| 335 | 372 | 32 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.79 | 93.77 | 90.57 | 90.61 | 93.57 | 91.64 | 91.54 | 90.93 | 92.77 | 94.16 | 93.24 | 92.04 | 92.22 | 91.49 | 90.12 | 90.62 | 94.59 | 90.77 | 91.84 | 93.85 | 91.69 | 91.94 | 93.05 | 91.20 | 91.98 |
| 352 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.52 | 91.58 | 93.20 | 92.12 | 91.20 | 90.82 | 90.84 | 91.97 | 91.53 | 92.21 | 92.90 | 92.83 | 91.37 | 94.43 | 92.62 | 91.79 | 91.66 | 93.24 | 92.82 | 93.97 | 92.92 | 92.63 | 91.19 | 79.31 | 91.48 |
| 353 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.63 | 92.53 | 93.81 | 91.28 | 93.26 | 90.60 | 91.28 | 91.50 | 92.31 | 92.06 | 93.52 | 91.53 | 91.38 | 93.38 | 92.60 | 91.20 | 90.15 | 91.13 | 92.02 | 93.62 | 93.25 | 93.89 | 93.40 | 90.88 | 94.48 |
| 354 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.08 | 91.01 | 94.05 | 90.83 | 75.37 | 92.32 | 93.17 | 93.15 | 94.02 | 94.02 | 91.48 | 93.56 | 92.87 | 93.25 | 90.43 | 92.12 | 92.45 | 93.82 | 93.29 | 90.74 | 91.21 | 92.95 | 93.84 | 94.80 | 92.58 |
| 355 | 372 | 32 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.38 | 91.32 | 91.45 | 92.13 | 90.94 | 91.81 | 92.38 | 93.87 | 92.15 | 92.05 | 92.21 | 92.85 | 93.57 | 91.77 | 93.52 | 90.55 | 90.60 | 91.23 | 92.99 | 92.83 | 94.33 | 95.11 | 92.34 | 92.93 | 91.82 |
| 372 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.24 | 90.21 | 91.67 | 90.79 | 90.31 | 90.60 | 90.17 | 90.48 | 90.79 | 92.15 | 89.91 | 89.55 | 90.78 | 92.15 | 91.21 | 88.12 | 92.47 | 91.34 | 91.42 | 90.48 | 90.95 | 91.39 | 92.12 | 90.71 | 90.22 |
| 373 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.30 | 90.32 | 90.90 | 88.86 | 89.47 | 93.28 | 92.78 | 91.35 | 90.31 | 92.21 | 91.01 | 90.98 | 90.98 | 91.85 | 87.67 | 89.65 | 90.72 | 90.66 | 90.73 | 94.14 | 91.50 | 93.49 | 91.97 | 91.95 | 91.24 |
| 374 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.14 | 90.50 | 93.40 | 90.81 | 91.61 | 90.90 | 90.77 | 90.19 | 90.05 | 91.11 | 93.90 | 91.15 | 88.31 | 93.72 | 89.99 | 91.55 | 90.68 | 92.38 | 91.29 | 92.68 | 91.84 | 93.43 | 91.75 | 90.98 | 90.15 |
| 375 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.05 | 91.63 | 92.57 | 91.13 | 88.94 | 89.51 | 90.00 | 88.79 | 92.87 | 91.80 | 90.24 | 90.02 | 92.08 | 90.70 | 91.35 | 91.20 | 91.68 | 91.46 | 92.68 | 91.74 | 90.75 | 92.65 | 91.19 | 90.72 | 89.44 |
| 392 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.01 | 91.86 | 89.86 | 91.86 | 92.25 | 91.21 | 91.45 | 90.30 | 91.35 | 91.33 | 91.13 | 89.87 | 92.17 | 92.67 | 90.33 | 90.97 | 92.32 | 92.66 | 92.46 | 92.11 | 93.68 | 94.34 | 92.76 | 92.85 | 90.46 |
| 393 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.26 | 89.59 | 92.79 | 92.57 | 89.33 | 90.80 | 92.25 | 91.07 | 92.05 | 91.04 | 91.30 | 92.35 | 92.92 | 90.96 | 91.09 | 91.73 | 92.31 | 91.86 | 94.40 | 91.21 | 93.07 | 92.46 | 92.00 | 92.54 | 90.67 |
| 394 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.32 | 91.97 | 91.77 | 90.56 | 90.65 | 92.47 | 92.09 | 91.02 | 93.08 | 91.03 | 91.14 | 90.21 | 92.46 | 94.61 | 91.78 | 92.12 | 94.55 | 89.78 | 93.04 | 93.79 | 92.62 | 92.93 | 91.45 | 92.30 | 91.13 |
| 395 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.75 | 92.40 | 91.99 | 90.72 | 93.56 | 91.15 | 92.52 | 92.96 | 92.99 | 92.72 | 93.92 | 91.15 | 91.76 | 91.86 | 90.89 | 92.95 | 91.86 | 92.53 | 90.76 | 94.10 | 90.39 | 91.83 | 92.65 | 92.46 | 93.45 |
| 412 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.89 | 91.72 | 92.51 | 90.50 | 90.95 | 90.32 | 89.21 | 92.66 | 92.10 | 92.38 | 94.00 | 91.90 | 90.80 | 88.23 | 91.26 | 89.76 | 92.26 | 92.56 | 93.22 | 92.40 | 93.02 | 94.07 | 92.68 | 92.05 | 92.37 |
| 413 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.66 | 91.87 | 92.05 | 89.97 | 92.03 | 90.67 | 91.45 | 90.00 | 91.43 | 93.25 | 92.05 | 91.69 | 91.61 | 90.74 | 89.90 | 91.49 | 90.59 | 91.42 | 94.17 | 93.11 | 92.59 | 94.04 | 92.71 | 93.42 | 91.50 |
| 414 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.84 | 93.27 | 91.31 | 92.18 | 91.09 | 91.23 | 91.54 | 93.13 | 92.43 | 89.34 | 92.73 | 92.20 | 92.61 | 92.40 | 91.07 | 92.42 | 93.51 | 92.34 | 93.39 | 93.96 | 93.28 | 93.45 | 93.81 | 93.57 | 93.46 |
| 415 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.68 | 92.84 | 92.00 | 90.43 | 93.62 | 91.29 | 92.32 | 90.19 | 92.15 | 91.44 | 93.51 | 91.64 | 90.88 | 91.77 | 90.99 | 92.38 | 92.08 | 92.70 | 91.83 | 94.03 | 92.50 | 94.17 | 92.96 | 93.48 | 91.64 |
| 432 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.76 | 90.75 | 91.13 | 90.32 | 91.68 | 90.44 | 91.83 | 91.70 | 89.58 | 91.17 | 93.10 | 91.62 | 89.40 | 89.68 | 92.34 | 91.56 | 92.09 | 91.32 | 91.36 | 90.68 | 93.75 | 90.07 | 92.19 | 90.51 | 89.18 |
| 433 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 87.02 | 91.46 | 92.80 | 92.39 | 90.94 | 90.86 | 90.92 | 91.01 | 90.13 | 92.21 | 92.03 | 90.18 | 90.87 | 92.91 | 92.17 | 90.66 | 91.63 | 91.34 | 91.12 | 90.90 | 93.68 | 91.09 | 91.56 | 92.46 | 90.74 |
| 434 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.86 | 93.77 | 92.66 | 91.43 | 91.05 | 89.75 | 92.13 | 90.71 | 91.85 | 92.52 | 92.40 | 90.44 | 91.77 | 90.76 | 91.01 | 90.77 | 91.35 | 91.36 | 92.57 | 91.48 | 92.05 | 91.75 | 91.37 | 90.77 | 89.23 |
| 435 | 372 | 32 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.70 | 90.59 | 91.99 | 89.69 | 91.65 | 89.28 | 91.21 | 92.59 | 91.29 | 91.07 | 91.54 | 92.59 | 90.03 | 91.92 | 93.36 | 90.83 | 90.32 | 91.33 | 90.22 | 91.67 | 92.42 | 91.95 | 91.07 | 92.14 | 89.96 |
| 452 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.52 | 91.29 | 91.70 | 92.86 | 93.49 | 91.01 | 90.56 | 91.20 | 91.13 | 90.80 | 91.73 | 91.29 | 91.36 | 93.57 | 93.00 | 90.11 | 92.18 | 90.52 | 92.97 | 93.09 | 92.29 | 91.52 | 93.10 | 93.32 | 90.59 |
| 453 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.07 | 92.07 | 93.44 | 90.66 | 89.90 | 87.94 | 91.18 | 90.88 | 91.18 | 93.14 | 92.45 | 91.75 | 91.66 | 92.62 | 94.17 | 91.23 | 92.90 | 92.08 | 92.52 | 92.03 | 92.77 | 92.75 | 93.06 | 92.11 | 90.74 |
| 454 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.52 | 91.67 | 90.17 | 91.50 | 94.28 | 91.43 | 91.97 | 92.85 | 91.36 | 91.15 | 93.75 | 91.81 | 90.65 | 91.52 | 92.36 | 92.55 | 92.97 | 92.64 | 91.34 | 91.81 | 91.13 | 92.15 | 92.36 | 91.27 | 92.06 |
| 455 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.93 | 91.53 | 91.94 | 90.98 | 92.24 | 90.30 | 89.46 | 91.91 | 93.74 | 93.65 | 92.51 | 90.91 | 91.58 | 92.68 | 90.62 | 91.00 | 90.11 | 90.91 | 93.52 | 92.07 | 92.32 | 94.48 | 92.61 | 91.66 | 90.22 |
| 472 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 92.73 | 92.28 | 92.44 | 90.17 | 92.43 | 93.18 | 91.60 | 92.59 | 91.84 | 91.78 | 91.70 | 91.31 | 91.83 | 94.03 | 90.58 | 91.10 | 92.90 | 92.35 | 93.90 | 93.46 | 90.86 | 94.26 | 92.31 | 91.96 | 91.91 |
| 473 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.52 | 92.40 | 90.86 | 93.61 | 92.12 | 92.01 | 90.74 | 91.54 | 91.76 | 89.63 | 90.42 | 90.71 | 92.34 | 89.27 | 92.73 | 91.91 | 91.61 | 92.12 | 92.32 | 93.52 | 92.79 | 92.66 | 91.91 | 92.01 | 92.62 |
| 474 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.06 | 91.81 | 92.71 | 90.21 | 92.50 | 92.54 | 92.73 | 90.83 | 91.10 | 91.71 | 92.79 | 91.78 | 92.39 | 90.40 | 92.27 | 91.47 | 93.31 | 92.68 | 92.02 | 92.69 | 93.59 | 91.67 | 92.12 | 91.12 | 92.13 |
| 475 | 372 | 32 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 93.27 | 91.09 | 91.89 | 92.77 | 91.95 | 92.17 | 91.52 | 90.42 | 90.80 | 91.31 | 93.09 | 92.97 | 91.24 | 92.19 | 93.05 | 89.95 | 90.07 | 91.39 | 92.12 | 93.61 | 91.72 | 93.17 | 92.20 | 92.60 | 90.99 |
| 492 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.14 | 91.55 | 91.66 | 90.20 | 92.54 | 89.20 | 92.72 | 89.72 | 91.64 | 92.67 | 89.03 | 88.37 | 91.10 | 90.82 | 89.91 | 91.92 | 92.10 | 91.59 | 91.29 | 91.42 | 92.19 | 93.30 | 89.39 | 91.68 | 90.38 |
| 493 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.36 | 91.66 | 92.78 | 89.33 | 94.12 | 90.38 | 90.14 | 91.69 | 92.07 | 90.82 | 92.79 | 90.66 | 91.35 | 91.76 | 91.55 | 91.57 | 93.32 | 90.56 | 91.72 | 91.65 | 91.46 | 93.44 | 90.91 | 91.69 | 90.94 |
| 494 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.33 | 90.47 | 93.10 | 91.05 | 91.67 | 89.93 | 90.04 | 92.00 | 91.12 | 92.13 | 90.13 | 89.87 | 92.83 | 91.88 | 90.76 | 91.62 | 91.46 | 90.23 | 90.75 | 92.14 | 93.56 | 93.49 | 91.44 | 92.72 | 92.60 |
| 495 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.31 | 91.25 | 90.11 | 89.34 | 92.93 | 90.21 | 91.61 | 91.42 | 90.09 | 90.99 | 91.75 | 91.86 | 91.29 | 92.56 | 92.10 | 91.87 | 92.20 | 90.51 | 91.46 | 91.59 | 92.28 | 92.74 | 90.38 | 90.55 | 90.74 |
| 512 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.39 | 92.83 | 92.03 | 92.05 | 91.28 | 91.96 | 92.41 | 92.54 | 90.59 | 93.13 | 92.12 | 90.59 | 88.68 | 92.94 | 90.60 | 92.05 | 92.43 | 92.70 | 92.31 | 93.43 | 92.36 | 93.23 | 92.55 | 93.85 | 91.24 |
| 513 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.37 | 91.98 | 92.07 | 90.68 | 93.02 | 91.40 | 93.06 | 90.56 | 90.72 | 92.74 | 91.65 | 89.09 | 93.69 | 92.56 | 92.11 | 92.91 | 92.17 | 90.70 | 90.82 | 93.45 | 92.70 | 92.96 | 91.44 | 91.63 | 92.10 |
| 514 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.25 | 92.65 | 90.92 | 90.21 | 91.52 | 92.89 | 91.36 | 93.31 | 92.77 | 91.70 | 92.53 | 91.83 | 93.22 | 91.77 | 93.50 | 92.37 | 92.51 | 93.18 | 91.71 | 91.63 | 76.36 | 93.17 | 92.70 | 95.06 | 93.28 |
| 515 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.28 | 92.23 | 91.59 | 90.12 | 90.87 | 91.07 | 91.85 | 93.02 | 90.51 | 91.39 | 91.21 | 94.47 | 92.52 | 91.55 | 91.21 | 93.75 | 92.22 | 92.18 | 93.03 | 94.39 | 92.69 | 90.20 | 91.72 | 93.22 | 92.69 |
| 532 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 90.40 | 91.85 | 94.24 | 90.50 | 93.88 | 90.27 | 91.98 | 92.79 | 91.73 | 93.61 | 92.34 | 91.64 | 90.88 | 93.21 | 93.06 | 92.04 | 92.36 | 91.50 | 93.55 | 92.88 | 92.71 | 92.18 | 92.38 | 92.42 | 92.45 |
| 533 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.09 | 92.39 | 93.61 | 91.02 | 89.42 | 92.30 | 91.72 | 93.67 | 92.16 | 91.90 | 92.59 | 92.29 | 91.30 | 91.49 | 90.75 | 92.83 | 92.38 | 92.48 | 92.85 | 93.87 | 93.97 | 94.87 | 92.91 | 92.02 | 91.09 |
| 534 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.65 | 91.31 | 93.31 | 91.46 | 91.42 | 90.80 | 91.78 | 90.43 | 92.87 | 93.17 | 92.21 | 93.05 | 92.75 | 92.71 | 93.99 | 91.71 | 88.70 | 92.24 | 89.53 | 92.51 | 93.31 | 92.46 | 92.95 | 92.46 | 91.94 |
| 535 | 372 | 32 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 92.74 | 92.42 | 90.95 | 90.80 | 91.83 | 92.85 | 90.41 | 88.87 | 92.09 | 92.69 | 91.78 | 90.42 | 92.95 | 93.84 | 77.25 | 91.46 | 92.65 | 92.30 | 93.27 | 92.80 | 83.95 | 91.85 | 93.04 | 93.09 | 92.19 |
| 552 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.22 | 90.97 | 92.69 | 92.62 | 91.48 | 91.31 | 91.37 | 90.38 | 89.74 | 91.21 | 92.61 | 93.07 | 92.16 | 90.24 | 91.19 | 92.81 | 94.01 | 91.80 | 92.01 | 93.01 | 91.08 | 93.30 | 92.44 | 91.83 | 92.67 |
| 553 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.91 | 91.22 | 91.06 | 92.13 | 90.02 | 91.11 | 90.39 | 91.66 | 93.72 | 93.48 | 92.70 | 89.86 | 90.06 | 91.68 | 91.52 | 91.12 | 93.08 | 92.61 | 91.06 | 92.69 | 90.95 | 91.58 | 93.09 | 91.24 | 91.10 |
| 554 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.59 | 93.60 | 90.33 | 90.65 | 91.47 | 91.51 | 91.23 | 89.91 | 87.98 | 90.58 | 92.99 | 89.02 | 91.37 | 91.84 | 91.71 | 89.50 | 91.94 | 90.26 | 91.26 | 93.75 | 92.27 | 93.11 | 91.89 | 92.23 | 90.51 |
| 555 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.01 | 91.96 | 90.09 | 88.79 | 92.91 | 89.51 | 89.04 | 91.05 | 89.78 | 91.10 | 93.18 | 91.93 | 88.70 | 89.41 | 90.16 | 90.03 | 90.99 | 90.46 | 91.12 | 92.20 | 91.50 | 91.36 | 90.15 | 90.05 | 89.84 |
| 572 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.66 | 89.69 | 90.85 | 91.81 | 93.74 | 89.59 | 91.70 | 91.00 | 91.59 | 92.31 | 92.92 | 91.21 | 91.34 | 92.91 | 90.89 | 93.35 | 91.98 | 91.38 | 91.03 | 91.41 | 93.41 | 93.16 | 92.14 | 93.61 | 93.09 |
| 573 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.06 | 92.24 | 94.39 | 91.47 | 91.33 | 90.51 | 91.42 | 91.48 | 91.01 | 94.07 | 93.15 | 89.31 | 92.30 | 90.41 | 91.40 | 90.85 | 93.07 | 92.71 | 92.95 | 90.82 | 92.53 | 91.65 | 92.04 | 92.74 | 92.85 |
| 574 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.42 | 92.43 | 92.28 | 92.55 | 92.90 | 90.10 | 93.09 | 90.29 | 93.35 | 92.80 | 90.76 | 91.39 | 91.53 | 94.81 | 90.79 | 92.65 | 93.65 | 92.26 | 90.71 | 90.74 | 92.82 | 92.75 | 92.32 | 91.27 | 92.22 |
| 575 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.05 | 92.00 | 90.32 | 90.68 | 93.15 | 92.38 | 93.68 | 92.49 | 91.42 | 91.31 | 92.37 | 90.92 | 92.87 | 93.29 | 93.49 | 90.46 | 92.67 | 92.40 | 92.12 | 92.53 | 93.37 | 92.87 | 91.21 | 91.83 | 90.34 |
| 592 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.74 | 91.55 | 92.21 | 92.04 | 92.12 | 91.34 | 90.91 | 93.62 | 91.92 | 93.44 | 92.69 | 91.68 | 92.79 | 92.96 | 91.96 | 91.22 | 89.73 | 91.26 | 93.43 | 93.25 | 91.44 | 93.65 | 94.17 | 92.23 | 91.93 |
| 593 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.24 | 91.99 | 91.06 | 94.07 | 92.14 | 92.65 | 92.85 | 92.94 | 93.06 | 92.30 | 93.22 | 92.35 | 92.13 | 92.67 | 90.67 | 92.96 | 93.18 | 92.39 | 92.24 | 92.34 | 93.33 | 93.16 | 94.01 | 93.22 | 90.42 |
| 594 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.91 | 92.55 | 93.31 | 90.89 | 92.72 | 92.15 | 90.60 | 89.27 | 92.14 | 93.29 | 93.90 | 91.05 | 91.67 | 90.92 | 90.10 | 91.42 | 93.44 | 91.86 | 91.85 | 94.03 | 91.77 | 94.69 | 92.61 | 93.31 | 93.31 |
| 595 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.28 | 91.87 | 93.31 | 91.46 | 92.57 | 90.24 | 92.37 | 91.85 | 92.84 | 91.31 | 93.64 | 90.92 | 93.88 | 90.34 | 92.29 | 92.18 | 91.34 | 92.78 | 92.18 | 93.81 | 91.71 | 94.10 | 93.18 | 93.25 | 92.62 |
| 612 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.94 | 91.45 | 90.27 | 91.79 | 91.75 | 91.10 | 91.21 | 90.93 | 91.52 | 91.47 | 91.94 | 90.89 | 91.51 | 91.24 | 91.73 | 90.25 | 91.55 | 91.75 | 91.87 | 92.39 | 90.62 | 91.89 | 92.19 | 89.82 | 90.44 |
| 613 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.25 | 91.88 | 88.94 | 89.72 | 91.20 | 90.66 | 91.33 | 91.89 | 91.19 | 90.80 | 93.95 | 89.41 | 92.10 | 91.41 | 90.04 | 91.20 | 93.90 | 89.59 | 91.89 | 92.90 | 91.31 | 93.46 | 89.37 | 92.07 | 88.89 |
| 614 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.00 | 92.36 | 90.69 | 89.13 | 92.47 | 88.59 | 91.86 | 91.25 | 89.90 | 90.59 | 91.86 | 89.62 | 91.78 | 91.33 | 90.48 | 91.61 | 91.87 | 92.39 | 89.49 | 92.20 | 89.64 | 91.53 | 90.55 | 91.17 | 89.03 |
| 615 | 372 | 32 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.73 | 90.92 | 92.76 | 89.25 | 91.76 | 89.29 | 90.75 | 89.69 | 90.36 | 90.75 | 92.42 | 91.06 | 90.75 | 91.23 | 91.52 | 90.31 | 92.54 | 93.68 | 90.98 | 92.74 | 90.93 | 91.87 | 91.84 | 90.92 | 88.92 |
| 632 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.29 | 92.16 | 93.62 | 92.36 | 91.75 | 92.21 | 91.32 | 90.17 | 92.28 | 92.01 | 93.27 | 89.15 | 91.97 | 90.61 | 90.81 | 92.17 | 93.42 | 93.40 | 92.06 | 93.30 | 91.99 | 90.42 | 91.82 | 91.56 | 91.20 |
| 633 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 91.52 | 91.53 | 93.09 | 90.38 | 92.62 | 92.25 | 89.13 | 90.51 | 92.19 | 91.32 | 92.34 | 90.96 | 89.78 | 92.16 | 89.82 | 92.07 | 93.55 | 91.70 | 92.29 | 91.54 | 92.77 | 92.49 | 92.97 | 91.99 | 90.85 |
| 634 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.87 | 92.46 | 92.98 | 91.46 | 90.87 | 91.87 | 91.66 | 91.26 | 93.13 | 92.55 | 90.86 | 91.80 | 92.15 | 92.44 | 89.74 | 91.63 | 92.00 | 91.04 | 93.91 | 92.63 | 91.46 | 92.36 | 90.99 | 92.12 | 88.95 |
| 635 | 372 | 32 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.70 | 93.43 | 91.48 | 90.08 | 90.89 | 91.05 | 93.50 | 92.85 | 91.13 | 89.71 | 92.61 | 90.37 | 88.91 | 91.91 | 92.53 | 92.91 | 93.02 | 93.53 | 93.21 | 93.17 | 91.64 | 92.98 | 90.15 | 93.16 | 91.36 |
| 652 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.44 | 94.15 | 92.51 | 93.27 | 91.20 | 90.27 | 90.96 | 90.71 | 90.81 | 90.58 | 90.16 | 91.38 | 92.37 | 92.37 | 91.23 | 93.98 | 92.88 | 93.71 | 91.68 | 92.87 | 93.05 | 92.60 | 92.54 | 92.85 | 91.51 |
| 653 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.88 | 92.81 | 92.89 | 91.72 | 92.93 | 92.23 | 94.82 | 90.59 | 92.33 | 91.65 | 92.24 | 92.64 | 92.56 | 92.22 | 93.11 | 91.52 | 94.44 | 92.75 | 92.20 | 92.39 | 93.30 | 93.34 | 91.65 | 92.15 | 92.20 |
| 654 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 91.37 | 90.60 | 92.81 | 90.34 | 93.22 | 90.55 | 91.54 | 92.25 | 90.70 | 93.57 | 91.28 | 90.24 | 93.08 | 93.55 | 92.50 | 90.61 | 91.85 | 91.91 | 92.79 | 93.22 | 92.20 | 93.32 | 91.89 | 92.97 | 91.19 |
| 655 | 372 | 32 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.60 | 90.91 | 92.99 | 92.78 | 92.67 | 91.04 | 90.95 | 91.09 | 92.39 | 92.93 | 92.79 | 92.17 | 92.81 | 92.37 | 94.08 | 93.48 | 92.51 | 91.68 | 94.11 | 92.67 | 93.42 | 93.91 | 91.98 | 92.51 | 92.27 |
| 672 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.24 | 92.38 | 91.77 | 90.23 | 92.16 | 89.54 | 91.03 | 91.73 | 91.36 | 93.16 | 91.46 | 89.96 | 89.46 | 90.95 | 92.99 | 89.44 | 90.54 | 91.91 | 92.54 | 92.92 | 91.49 | 90.36 | 91.03 | 90.90 | 90.04 |
| 673 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.46 | 90.50 | 92.80 | 91.82 | 92.50 | 90.80 | 90.88 | 89.21 | 89.87 | 93.27 | 91.83 | 90.38 | 91.98 | 91.94 | 90.71 | 92.76 | 92.67 | 91.30 | 90.33 | 91.89 | 91.16 | 91.44 | 90.63 | 90.48 | 92.88 |
| 674 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.46 | 90.93 | 93.07 | 91.45 | 90.50 | 91.87 | 89.48 | 91.02 | 90.26 | 90.17 | 91.60 | 91.51 | 91.28 | 90.32 | 92.12 | 89.14 | 91.97 | 89.64 | 91.58 | 91.28 | 91.55 | 92.41 | 91.99 | 91.91 | 91.53 |
| 675 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.40 | 90.87 | 92.39 | 92.71 | 93.13 | 90.40 | 90.30 | 92.82 | 92.43 | 92.37 | 92.04 | 90.77 | 92.24 | 93.44 | 92.88 | 93.70 | 92.01 | 91.91 | 92.05 | 90.80 | 92.10 | 90.95 | 92.38 | 92.82 | 90.76 |
| 692 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.36 | 92.11 | 91.53 | 92.89 | 93.33 | 91.08 | 92.52 | 93.40 | 92.27 | 92.17 | 92.36 | 91.38 | 89.76 | 92.23 | 93.11 | 92.44 | 90.64 | 92.03 | 92.99 | 92.38 | 94.01 | 93.31 | 76.66 | 92.37 | 90.53 |
| 693 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.01 | 92.37 | 92.41 | 92.23 | 91.67 | 91.30 | 93.26 | 92.63 | 90.53 | 94.10 | 89.28 | 91.31 | 91.90 | 93.13 | 93.82 | 91.57 | 92.31 | 92.46 | 90.98 | 93.05 | 92.59 | 91.72 | 93.39 | 90.81 | 91.75 |
| 694 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 94.09 | 91.57 | 93.03 | 90.28 | 90.93 | 91.70 | 88.27 | 92.78 | 90.64 | 92.77 | 91.21 | 89.68 | 92.85 | 91.04 | 94.40 | 92.49 | 89.64 | 91.99 | 93.12 | 94.00 | 94.01 | 93.58 | 90.79 | 93.18 | 89.27 |
| 695 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.34 | 90.69 | 92.90 | 91.54 | 93.00 | 90.33 | 92.54 | 93.35 | 91.07 | 93.49 | 91.57 | 91.33 | 92.78 | 93.44 | 92.24 | 92.18 | 92.58 | 93.03 | 93.04 | 89.79 | 93.14 | 92.54 | 90.71 | 92.78 | 91.72 |
| 712 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.49 | 91.43 | 92.94 | 91.83 | 94.82 | 91.15 | 91.83 | 92.97 | 92.11 | 73.98 | 91.51 | 89.71 | 92.56 | 90.88 | 92.72 | 92.81 | 91.60 | 90.38 | 90.94 | 93.86 | 78.09 | 76.90 | 93.68 | 92.50 | 92.32 |
| 713 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.96 | 92.31 | 94.70 | 91.60 | 94.84 | 90.39 | 92.21 | 72.27 | 92.86 | 92.68 | 90.35 | 89.91 | 90.99 | 92.73 | 93.44 | 92.51 | 93.44 | 93.33 | 91.62 | 93.10 | 92.66 | 92.09 | 92.04 | 92.18 | 91.03 |
| 714 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.68 | 93.15 | 92.95 | 91.99 | 94.11 | 92.73 | 92.79 | 90.94 | 92.66 | 92.61 | 89.65 | 89.60 | 92.03 | 92.45 | 93.59 | 93.66 | 94.41 | 92.20 | 92.74 | 91.00 | 72.86 | 93.79 | 92.92 | 92.07 | 91.57 |
| 715 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.07 | 91.95 | 92.61 | 89.74 | 92.22 | 92.27 | 92.78 | 93.39 | 91.86 | 92.32 | 92.99 | 91.61 | 92.25 | 93.63 | 90.06 | 89.85 | 92.65 | 92.72 | 94.25 | 92.69 | 93.09 | 93.04 | 92.47 | 91.78 | 92.50 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 552 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.26 | 90.57 | 90.39 | 90.41 | 87.78 | 89.70 | 89.23 | 90.62 | 89.48 | 89.54 | 90.40 | 91.52 | 88.69 | 89.65 | 89.74 | 89.42 | 90.34 | 89.73 | 90.73 | 90.27 | 90.64 | 88.92 | 90.91 | 89.66 | 88.19 |
| 553 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.50 | 89.91 | 89.43 | 90.31 | 88.57 | 90.04 | 90.05 | 89.33 | 89.29 | 91.56 | 90.15 | 89.97 | 89.95 | 89.86 | 89.44 | 89.29 | 89.90 | 89.83 | 89.67 | 88.52 | 89.92 | 90.34 | 89.61 | 89.38 | 88.91 |
| 675 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.34 | 88.96 | 88.49 | 89.94 | 88.62 | 91.84 | 88.84 | 91.73 | 89.38 | 90.73 | 89.57 | 90.57 | 87.64 | 89.94 | 91.16 | 90.79 | 90.09 | 89.49 | 90.60 | 88.70 | 89.92 | 89.81 | 89.42 | 89.28 | 90.94 |
| 372 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.38 | 90.02 | 89.67 | 89.47 | 88.93 | 91.25 | 90.09 | 90.61 | 89.26 | 89.92 | 90.80 | 90.39 | 90.38 | 90.21 | 90.48 | 87.24 | 89.70 | 89.49 | 90.89 | 87.29 | 91.39 | 91.10 | 88.50 | 88.75 | 87.89 |
| 373 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.61 | 89.45 | 89.66 | 89.40 | 88.24 | 89.20 | 90.12 | 89.74 | 90.15 | 88.59 | 89.70 | 89.73 | 89.39 | 89.56 | 89.88 | 89.71 | 90.76 | 89.25 | 90.60 | 90.69 | 89.69 | 90.17 | 89.02 | 90.31 | 88.15 |
| 374 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.83 | 90.11 | 90.63 | 90.50 | 88.51 | 90.94 | 90.51 | 89.24 | 89.84 | 89.52 | 91.25 | 90.05 | 89.58 | 90.39 | 90.53 | 91.30 | 90.19 | 88.97 | 89.78 | 89.98 | 88.33 | 89.15 | 89.90 | 90.74 | 88.05 |
| 493 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.22 | 90.26 | 89.44 | 90.07 | 88.85 | 89.92 | 89.98 | 89.41 | 88.70 | 89.74 | 90.59 | 88.80 | 89.16 | 90.09 | 89.48 | 89.53 | 91.31 | 90.60 | 89.66 | 91.14 | 88.07 | 88.22 | 89.85 | 89.60 | 89.79 |
| 494 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.81 | 89.98 | 89.75 | 90.52 | 90.81 | 90.01 | 88.90 | 89.79 | 89.39 | 89.16 | 88.64 | 90.57 | 88.43 | 90.57 | 90.50 | 89.66 | 90.00 | 89.46 | 90.08 | 88.70 | 89.32 | 89.82 | 90.44 | 90.36 | 89.80 |
| 572 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.65 | 88.79 | 89.27 | 88.78 | 89.95 | 88.64 | 88.26 | 89.07 | 90.08 | 91.17 | 90.48 | 90.40 | 90.94 | 90.22 | 90.09 | 88.93 | 89.15 | 88.87 | 91.04 | 87.81 | 90.00 | 88.90 | 89.83 | 91.05 | 90.59 |
| 573 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.25 | 87.88 | 90.53 | 89.20 | 88.78 | 90.64 | 88.34 | 88.44 | 89.25 | 89.30 | 90.56 | 90.66 | 89.59 | 89.46 | 90.40 | 90.07 | 89.17 | 90.04 | 90.00 | 87.37 | 90.93 | 89.36 | 88.74 | 90.90 | 91.39 |
| 574 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.80 | 90.39 | 89.45 | 89.48 | 90.12 | 89.81 | 89.88 | 90.22 | 90.07 | 90.04 | 89.86 | 90.98 | 90.13 | 91.29 | 89.21 | 90.00 | 89.58 | 90.51 | 90.20 | 88.94 | 90.61 | 87.88 | 89.48 | 88.71 | 88.68 |
| 575 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.05 | 90.18 | 90.61 | 90.09 | 90.14 | 89.98 | 90.84 | 90.18 | 88.71 | 89.35 | 90.80 | 91.07 | 90.10 | 89.75 | 90.40 | 90.26 | 89.70 | 89.23 | 90.58 | 90.69 | 89.59 | 88.18 | 89.56 | 90.81 | 88.74 |
| 692 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.78 | 90.36 | 88.55 | 90.47 | 90.66 | 90.46 | 90.18 | 90.48 | 91.05 | 88.92 | 90.67 | 89.84 | 88.44 | 88.92 | 90.59 | 90.94 | 90.79 | 89.46 | 88.96 | 88.98 | 90.46 | 89.19 | 76.39 | 89.68 | 88.22 |
| 693 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.67 | 89.22 | 89.55 | 89.25 | 88.64 | 90.04 | 88.82 | 89.97 | 88.91 | 91.12 | 88.22 | 89.26 | 89.48 | 90.95 | 90.22 | 91.02 | 90.35 | 90.51 | 89.22 | 89.81 | 89.26 | 88.89 | 91.81 | 88.37 | 89.12 |
| 694 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.44 | 90.07 | 89.12 | 89.15 | 88.81 | 89.80 | 88.51 | 89.45 | 89.29 | 90.46 | 89.60 | 90.99 | 92.23 | 89.57 | 91.05 | 90.61 | 89.74 | 89.27 | 89.60 | 89.28 | 89.83 | 89.08 | 86.28 | 89.26 | 87.76 |
| 695 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.43 | 90.00 | 89.46 | 89.48 | 90.13 | 89.88 | 88.53 | 89.44 | 88.43 | 90.65 | 87.98 | 89.61 | 89.63 | 89.74 | 90.59 | 89.89 | 90.25 | 90.14 | 91.76 | 86.88 | 89.87 | 91.03 | 89.31 | 88.58 | 89.78 |
| 393 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.05 | 89.33 | 89.99 | 88.65 | 89.50 | 89.47 | 89.55 | 89.49 | 89.68 | 88.12 | 90.66 | 92.12 | 89.96 | 88.60 | 89.55 | 90.19 | 88.40 | 89.78 | 91.11 | 89.72 | 89.89 | 90.21 | 89.27 | 91.49 | 89.28 |
| 394 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.62 | 89.60 | 89.64 | 89.23 | 90.38 | 89.72 | 89.21 | 89.84 | 89.39 | 90.60 | 89.84 | 90.89 | 90.96 | 89.71 | 89.35 | 89.49 | 89.42 | 88.87 | 88.69 | 90.39 | 90.65 | 88.84 | 90.24 | 88.77 | 89.02 |
| 454 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.24 | 89.53 | 88.95 | 89.72 | 89.94 | 88.88 | 91.76 | 89.67 | 90.23 | 88.79 | 90.12 | 88.83 | 91.00 | 89.50 | 89.98 | 89.24 | 89.07 | 90.53 | 90.00 | 89.99 | 89.28 | 88.50 | 90.63 | 88.45 | 88.01 |
| 513 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 88.52 | 88.70 | 88.16 | 89.21 | 88.66 | 90.93 | 89.75 | 90.39 | 88.68 | 88.93 | 89.36 | 90.87 | 88.82 | 90.58 | 88.59 | 90.40 | 89.32 | 91.23 | 90.01 | 91.36 | 89.50 | 88.77 | 90.00 | 88.81 | 89.51 |
| 514 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.94 | 90.01 | 88.70 | 89.46 | 88.29 | 90.21 | 87.11 | 90.31 | 88.46 | 89.39 | 88.65 | 91.75 | 91.96 | 88.18 | 91.42 | 89.71 | 91.30 | 90.26 | 91.04 | 88.22 | 78.16 | 88.60 | 88.51 | 89.85 | 90.14 |
| 515 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.37 | 89.97 | 89.57 | 88.21 | 90.19 | 91.02 | 89.44 | 89.40 | 90.08 | 89.48 | 89.89 | 91.98 | 89.57 | 89.01 | 88.63 | 89.08 | 89.38 | 90.66 | 90.36 | 90.68 | 89.45 | 87.78 | 88.94 | 89.56 | 88.29 |
| 592 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.86 | 88.38 | 90.61 | 89.66 | 89.31 | 90.22 | 90.30 | 90.84 | 88.69 | 90.01 | 90.89 | 90.40 | 90.47 | 90.14 | 89.57 | 89.04 | 88.33 | 89.68 | 90.17 | 87.85 | 90.85 | 89.26 | 90.48 | 91.34 | 89.54 |
| 594 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.14 | 90.32 | 89.36 | 90.13 | 90.32 | 91.03 | 87.89 | 90.89 | 89.37 | 88.79 | 90.47 | 90.05 | 90.23 | 88.82 | 89.89 | 88.58 | 89.67 | 90.15 | 89.67 | 89.57 | 90.20 | 90.30 | 88.96 | 88.86 | 88.82 |
| 595 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.02 | 89.65 | 88.09 | 89.71 | 91.04 | 89.88 | 90.93 | 89.67 | 90.29 | 88.97 | 91.18 | 89.84 | 90.45 | 88.76 | 89.28 | 88.84 | 90.61 | 91.06 | 90.17 | 89.91 | 89.99 | 90.09 | 89.66 | 89.14 | 90.62 |
| 713 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.77 | 90.13 | 87.69 | 90.81 | 89.45 | 90.24 | 89.04 | 76.59 | 90.23 | 89.09 | 89.27 | 89.78 | 88.53 | 88.51 | 90.36 | 90.53 | 90.76 | 90.76 | 89.47 | 88.59 | 89.74 | 88.68 | 89.39 | 89.18 | 89.87 |
| 714 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.09 | 88.78 | 88.17 | 90.84 | 89.01 | 88.62 | 90.27 | 89.71 | 89.77 | 90.58 | 89.58 | 90.66 | 91.98 | 89.02 | 88.93 | 89.69 | 89.29 | 88.53 | 89.24 | 89.73 | 75.93 | 88.89 | 88.72 | 90.00 | 89.42 |
| 715 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.85 | 90.51 | 90.32 | 87.58 | 89.39 | 90.50 | 87.92 | 91.09 | 89.63 | 89.33 | 90.07 | 89.62 | 91.10 | 87.91 | 88.72 | 89.32 | 90.56 | 90.57 | 90.55 | 90.51 | 89.76 | 90.74 | 87.58 | 90.33 | 89.60 |
| 412 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.43 | 89.67 | 89.03 | 89.89 | 89.25 | 88.95 | 88.39 | 89.67 | 90.08 | 90.53 | 90.78 | 89.98 | 90.32 | 89.92 | 89.84 | 90.50 | 89.45 | 88.79 | 90.33 | 89.61 | 89.42 | 88.83 | 90.11 | 88.63 | 89.67 |
| 414 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.47 | 90.52 | 88.59 | 90.01 | 90.42 | 88.91 | 89.11 | 89.42 | 88.62 | 89.23 | 90.57 | 90.01 | 90.13 | 90.55 | 89.47 | 89.79 | 90.07 | 88.97 | 90.44 | 90.01 | 89.67 | 88.59 | 90.99 | 89.89 | 89.95 |
| 415 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.62 | 90.28 | 89.67 | 88.85 | 87.69 | 90.45 | 89.70 | 91.10 | 88.64 | 89.91 | 90.58 | 90.54 | 88.84 | 88.84 | 88.54 | 89.93 | 89.52 | 91.89 | 90.23 | 90.27 | 91.62 | 89.63 | 89.37 | 89.93 | 89.42 |
| 153 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.94 | 87.59 | 86.60 | 89.37 | 87.47 | 90.79 | 88.81 | 89.68 | 89.24 | 87.91 | 88.12 | 89.52 | 88.48 | 89.77 | 42.66 | 88.61 | 89.15 | 90.29 | 89.12 | 88.74 | 89.95 | 89.46 | 87.12 | 89.12 | 90.01 |
Size of the All data: (144, 28)
Size of the Sig data: (32, 28)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.22 | 90.97 | 92.69 | 92.62 | 91.48 | 91.31 | 91.37 | 90.38 | 89.74 | 91.21 | 92.61 | 93.07 | 92.16 | 90.24 | 91.19 | 92.81 | 94.01 | 91.80 | 92.01 | 93.01 | 91.08 | 93.30 | 92.44 | 91.83 | 92.67 |
| 12 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.91 | 91.22 | 91.06 | 92.13 | 90.02 | 91.11 | 90.39 | 91.66 | 93.72 | 93.48 | 92.70 | 89.86 | 90.06 | 91.68 | 91.52 | 91.12 | 93.08 | 92.61 | 91.06 | 92.69 | 90.95 | 91.58 | 93.09 | 91.24 | 91.10 |
| 5 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.40 | 90.87 | 92.39 | 92.71 | 93.13 | 90.40 | 90.30 | 92.82 | 92.43 | 92.37 | 92.04 | 90.77 | 92.24 | 93.44 | 92.88 | 93.70 | 92.01 | 91.91 | 92.05 | 90.80 | 92.10 | 90.95 | 92.38 | 92.82 | 90.76 |
| 11 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.24 | 90.21 | 91.67 | 90.79 | 90.31 | 90.60 | 90.17 | 90.48 | 90.79 | 92.15 | 89.91 | 89.55 | 90.78 | 92.15 | 91.21 | 88.12 | 92.47 | 91.34 | 91.42 | 90.48 | 90.95 | 91.39 | 92.12 | 90.71 | 90.22 |
| 15 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.30 | 90.32 | 90.90 | 88.86 | 89.47 | 93.28 | 92.78 | 91.35 | 90.31 | 92.21 | 91.01 | 90.98 | 90.98 | 91.85 | 87.67 | 89.65 | 90.72 | 90.66 | 90.73 | 94.14 | 91.50 | 93.49 | 91.97 | 91.95 | 91.24 |
| 2 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.14 | 90.50 | 93.40 | 90.81 | 91.61 | 90.90 | 90.77 | 90.19 | 90.05 | 91.11 | 93.90 | 91.15 | 88.31 | 93.72 | 89.99 | 91.55 | 90.68 | 92.38 | 91.29 | 92.68 | 91.84 | 93.43 | 91.75 | 90.98 | 90.15 |
| 17 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.36 | 91.66 | 92.78 | 89.33 | 94.12 | 90.38 | 90.14 | 91.69 | 92.07 | 90.82 | 92.79 | 90.66 | 91.35 | 91.76 | 91.55 | 91.57 | 93.32 | 90.56 | 91.72 | 91.65 | 91.46 | 93.44 | 90.91 | 91.69 | 90.94 |
| 9 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.33 | 90.47 | 93.10 | 91.05 | 91.67 | 89.93 | 90.04 | 92.00 | 91.12 | 92.13 | 90.13 | 89.87 | 92.83 | 91.88 | 90.76 | 91.62 | 91.46 | 90.23 | 90.75 | 92.14 | 93.56 | 93.49 | 91.44 | 92.72 | 92.60 |
| 19 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.66 | 89.69 | 90.85 | 91.81 | 93.74 | 89.59 | 91.70 | 91.00 | 91.59 | 92.31 | 92.92 | 91.21 | 91.34 | 92.91 | 90.89 | 93.35 | 91.98 | 91.38 | 91.03 | 91.41 | 93.41 | 93.16 | 92.14 | 93.61 | 93.09 |
| 23 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.06 | 92.24 | 94.39 | 91.47 | 91.33 | 90.51 | 91.42 | 91.48 | 91.01 | 94.07 | 93.15 | 89.31 | 92.30 | 90.41 | 91.40 | 90.85 | 93.07 | 92.71 | 92.95 | 90.82 | 92.53 | 91.65 | 92.04 | 92.74 | 92.85 |
| 6 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.42 | 92.43 | 92.28 | 92.55 | 92.90 | 90.10 | 93.09 | 90.29 | 93.35 | 92.80 | 90.76 | 91.39 | 91.53 | 94.81 | 90.79 | 92.65 | 93.65 | 92.26 | 90.71 | 90.74 | 92.82 | 92.75 | 92.32 | 91.27 | 92.22 |
| 0 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.05 | 92.00 | 90.32 | 90.68 | 93.15 | 92.38 | 93.68 | 92.49 | 91.42 | 91.31 | 92.37 | 90.92 | 92.87 | 93.29 | 93.49 | 90.46 | 92.67 | 92.40 | 92.12 | 92.53 | 93.37 | 92.87 | 91.21 | 91.83 | 90.34 |
| 27 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.36 | 92.11 | 91.53 | 92.89 | 93.33 | 91.08 | 92.52 | 93.40 | 92.27 | 92.17 | 92.36 | 91.38 | 89.76 | 92.23 | 93.11 | 92.44 | 90.64 | 92.03 | 92.99 | 92.38 | 94.01 | 93.31 | 76.66 | 92.37 | 90.53 |
| 21 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.01 | 92.37 | 92.41 | 92.23 | 91.67 | 91.30 | 93.26 | 92.63 | 90.53 | 94.10 | 89.28 | 91.31 | 91.90 | 93.13 | 93.82 | 91.57 | 92.31 | 92.46 | 90.98 | 93.05 | 92.59 | 91.72 | 93.39 | 90.81 | 91.75 |
| 26 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 94.09 | 91.57 | 93.03 | 90.28 | 90.93 | 91.70 | 88.27 | 92.78 | 90.64 | 92.77 | 91.21 | 89.68 | 92.85 | 91.04 | 94.40 | 92.49 | 89.64 | 91.99 | 93.12 | 94.00 | 94.01 | 93.58 | 90.79 | 93.18 | 89.27 |
| 22 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.34 | 90.69 | 92.90 | 91.54 | 93.00 | 90.33 | 92.54 | 93.35 | 91.07 | 93.49 | 91.57 | 91.33 | 92.78 | 93.44 | 92.24 | 92.18 | 92.58 | 93.03 | 93.04 | 89.79 | 93.14 | 92.54 | 90.71 | 92.78 | 91.72 |
| 8 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.26 | 89.59 | 92.79 | 92.57 | 89.33 | 90.80 | 92.25 | 91.07 | 92.05 | 91.04 | 91.30 | 92.35 | 92.92 | 90.96 | 91.09 | 91.73 | 92.31 | 91.86 | 94.40 | 91.21 | 93.07 | 92.46 | 92.00 | 92.54 | 90.67 |
| 13 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.32 | 91.97 | 91.77 | 90.56 | 90.65 | 92.47 | 92.09 | 91.02 | 93.08 | 91.03 | 91.14 | 90.21 | 92.46 | 94.61 | 91.78 | 92.12 | 94.55 | 89.78 | 93.04 | 93.79 | 92.62 | 92.93 | 91.45 | 92.30 | 91.13 |
| 20 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.52 | 91.67 | 90.17 | 91.50 | 94.28 | 91.43 | 91.97 | 92.85 | 91.36 | 91.15 | 93.75 | 91.81 | 90.65 | 91.52 | 92.36 | 92.55 | 92.97 | 92.64 | 91.34 | 91.81 | 91.13 | 92.15 | 92.36 | 91.27 | 92.06 |
| 24 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.37 | 91.98 | 92.07 | 90.68 | 93.02 | 91.40 | 93.06 | 90.56 | 90.72 | 92.74 | 91.65 | 89.09 | 93.69 | 92.56 | 92.11 | 92.91 | 92.17 | 90.70 | 90.82 | 93.45 | 92.70 | 92.96 | 91.44 | 91.63 | 92.10 |
| 28 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.25 | 92.65 | 90.92 | 90.21 | 91.52 | 92.89 | 91.36 | 93.31 | 92.77 | 91.70 | 92.53 | 91.83 | 93.22 | 91.77 | 93.50 | 92.37 | 92.51 | 93.18 | 91.71 | 91.63 | 76.36 | 93.17 | 92.70 | 95.06 | 93.28 |
| 25 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 93.28 | 92.23 | 91.59 | 90.12 | 90.87 | 91.07 | 91.85 | 93.02 | 90.51 | 91.39 | 91.21 | 94.47 | 92.52 | 91.55 | 91.21 | 93.75 | 92.22 | 92.18 | 93.03 | 94.39 | 92.69 | 90.20 | 91.72 | 93.22 | 92.69 |
| 4 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.74 | 91.55 | 92.21 | 92.04 | 92.12 | 91.34 | 90.91 | 93.62 | 91.92 | 93.44 | 92.69 | 91.68 | 92.79 | 92.96 | 91.96 | 91.22 | 89.73 | 91.26 | 93.43 | 93.25 | 91.44 | 93.65 | 94.17 | 92.23 | 91.93 |
| 16 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.91 | 92.55 | 93.31 | 90.89 | 92.72 | 92.15 | 90.60 | 89.27 | 92.14 | 93.29 | 93.90 | 91.05 | 91.67 | 90.92 | 90.10 | 91.42 | 93.44 | 91.86 | 91.85 | 94.03 | 91.77 | 94.69 | 92.61 | 93.31 | 93.31 |
| 1 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.28 | 91.87 | 93.31 | 91.46 | 92.57 | 90.24 | 92.37 | 91.85 | 92.84 | 91.31 | 93.64 | 90.92 | 93.88 | 90.34 | 92.29 | 92.18 | 91.34 | 92.78 | 92.18 | 93.81 | 91.71 | 94.10 | 93.18 | 93.25 | 92.62 |
| 29 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.96 | 92.31 | 94.70 | 91.60 | 94.84 | 90.39 | 92.21 | 72.27 | 92.86 | 92.68 | 90.35 | 89.91 | 90.99 | 92.73 | 93.44 | 92.51 | 93.44 | 93.33 | 91.62 | 93.10 | 92.66 | 92.09 | 92.04 | 92.18 | 91.03 |
| 30 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.68 | 93.15 | 92.95 | 91.99 | 94.11 | 92.73 | 92.79 | 90.94 | 92.66 | 92.61 | 89.65 | 89.60 | 92.03 | 92.45 | 93.59 | 93.66 | 94.41 | 92.20 | 92.74 | 91.00 | 72.86 | 93.79 | 92.92 | 92.07 | 91.57 |
| 14 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.07 | 91.95 | 92.61 | 89.74 | 92.22 | 92.27 | 92.78 | 93.39 | 91.86 | 92.32 | 92.99 | 91.61 | 92.25 | 93.63 | 90.06 | 89.85 | 92.65 | 92.72 | 94.25 | 92.69 | 93.09 | 93.04 | 92.47 | 91.78 | 92.50 |
| 18 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.89 | 91.72 | 92.51 | 90.50 | 90.95 | 90.32 | 89.21 | 92.66 | 92.10 | 92.38 | 94.00 | 91.90 | 90.80 | 88.23 | 91.26 | 89.76 | 92.26 | 92.56 | 93.22 | 92.40 | 93.02 | 94.07 | 92.68 | 92.05 | 92.37 |
| 10 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.84 | 93.27 | 91.31 | 92.18 | 91.09 | 91.23 | 91.54 | 93.13 | 92.43 | 89.34 | 92.73 | 92.20 | 92.61 | 92.40 | 91.07 | 92.42 | 93.51 | 92.34 | 93.39 | 93.96 | 93.28 | 93.45 | 93.81 | 93.57 | 93.46 |
| 7 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.68 | 92.84 | 92.00 | 90.43 | 93.62 | 91.29 | 92.32 | 90.19 | 92.15 | 91.44 | 93.51 | 91.64 | 90.88 | 91.77 | 90.99 | 92.38 | 92.08 | 92.70 | 91.83 | 94.03 | 92.50 | 94.17 | 92.96 | 93.48 | 91.64 |
| 31 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 94.75 | 91.80 | 91.53 | 92.77 | 92.68 | 92.57 | 92.90 | 92.40 | 93.88 | 92.87 | 92.96 | 91.09 | 93.61 | 92.92 | 49.17 | 92.13 | 93.03 | 93.50 | 93.74 | 93.15 | 91.05 | 92.97 | 93.14 | 92.74 | 93.69 |
Size of the test data: (32, 33)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 372 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.86 | 0.19 | 2.00 | 1.32 | 1.38 | -0.65 | 0.08 | -0.13 | 1.53 | 2.23 | -0.89 | -0.84 | 0.40 | 1.94 | 0.73 | 0.88 | 2.77 | 1.85 | 0.53 | 3.19 | -0.44 | 0.29 | 3.62 | 1.96 | 2.33 | 5 |
| 373 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.69 | 0.87 | 1.24 | -0.54 | 1.23 | 4.08 | 2.66 | 1.61 | 0.16 | 3.62 | 1.31 | 1.25 | 1.59 | 2.29 | -2.21 | -0.06 | -0.04 | 1.41 | 0.13 | 3.45 | 1.81 | 3.32 | 2.95 | 1.64 | 3.09 | 4 |
| 694 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.65 | 1.50 | 3.91 | 1.13 | 2.12 | 1.90 | -0.24 | 3.33 | 1.35 | 2.31 | 1.61 | -1.31 | 0.62 | 1.47 | 3.35 | 1.88 | -0.10 | 2.72 | 3.52 | 4.72 | 4.18 | 4.50 | 4.51 | 3.92 | 1.51 | 3 |
| 374 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.31 | 0.39 | 2.77 | 0.31 | 3.10 | -0.04 | 0.26 | 0.95 | 0.21 | 1.59 | 2.65 | 1.10 | -1.27 | 3.33 | -0.54 | 0.25 | 0.49 | 3.41 | 1.51 | 2.70 | 3.51 | 4.28 | 1.85 | 0.24 | 2.10 | 3 |
| 552 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.04 | 0.40 | 2.30 | 2.21 | 3.70 | 1.61 | 2.14 | -0.24 | 0.26 | 1.67 | 2.21 | 1.55 | 3.47 | 0.59 | 1.45 | 3.39 | 3.67 | 2.07 | 1.28 | 2.74 | 0.44 | 4.38 | 1.53 | 2.17 | 4.48 | 2 |
| 412 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.46 | 2.05 | 3.48 | 0.61 | 1.70 | 1.37 | 0.82 | 2.99 | 2.02 | 1.85 | 3.22 | 1.92 | 0.48 | -1.69 | 1.42 | -0.74 | 2.81 | 3.77 | 2.89 | 2.79 | 3.60 | 5.24 | 2.57 | 3.42 | 2.70 | 2 |
| 714 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.59 | 4.37 | 4.78 | 1.15 | 5.10 | 4.11 | 2.52 | 1.23 | 2.89 | 2.03 | 0.07 | -1.06 | 0.05 | 3.43 | 4.66 | 3.97 | 5.12 | 3.67 | 3.50 | 1.27 | -3.07 | 4.90 | 4.20 | 2.07 | 2.15 | 2 |
| 575 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.00 | 1.82 | -0.29 | 0.59 | 3.01 | 2.40 | 2.84 | 2.31 | 2.71 | 1.96 | 1.57 | -0.15 | 2.77 | 3.54 | 3.09 | 0.20 | 2.97 | 3.17 | 1.54 | 1.84 | 3.78 | 4.69 | 1.65 | 1.02 | 1.60 | 2 |
| 573 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.81 | 4.36 | 3.86 | 2.27 | 2.55 | -0.13 | 3.08 | 3.04 | 1.76 | 4.77 | 2.59 | -1.35 | 2.71 | 0.95 | 1.00 | 0.78 | 3.90 | 2.67 | 2.95 | 3.45 | 1.60 | 2.29 | 3.30 | 1.84 | 1.46 | 2 |
| 494 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.52 | 0.49 | 3.35 | 0.53 | 0.86 | -0.08 | 1.14 | 2.21 | 1.73 | 2.97 | 1.49 | -0.70 | 4.40 | 1.31 | 0.26 | 1.96 | 1.46 | 0.77 | 0.67 | 3.44 | 4.24 | 3.67 | 1.00 | 2.36 | 2.80 | 2 |
| 493 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.14 | 1.40 | 3.34 | -0.74 | 5.27 | 0.46 | 0.16 | 2.28 | 3.37 | 1.08 | 2.20 | 1.86 | 2.19 | 1.67 | 2.07 | 2.04 | 2.01 | -0.04 | 2.06 | 0.51 | 3.39 | 5.22 | 1.06 | 2.09 | 1.15 | 2 |
| 675 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.06 | 1.91 | 3.90 | 2.77 | 4.51 | -1.44 | 1.46 | 1.09 | 3.05 | 1.64 | 2.47 | 0.20 | 4.60 | 3.50 | 1.72 | 2.91 | 1.92 | 2.42 | 1.45 | 2.10 | 2.18 | 1.14 | 2.96 | 3.54 | -0.18 | 2 |
| 513 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.85 | 3.28 | 3.91 | 1.47 | 4.36 | 0.47 | 3.31 | 0.17 | 2.04 | 3.81 | 2.29 | -1.78 | 4.87 | 1.98 | 3.52 | 2.51 | 2.85 | -0.53 | 0.81 | 2.09 | 3.20 | 4.19 | 1.44 | 2.82 | 2.59 | 2 |
| 454 | 372 | 32 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.28 | 2.14 | 1.22 | 1.78 | 4.34 | 2.55 | 0.21 | 3.18 | 1.13 | 2.36 | 3.63 | 2.98 | -0.35 | 2.02 | 2.38 | 3.31 | 3.90 | 2.11 | 1.34 | 1.82 | 1.85 | 3.65 | 1.73 | 2.82 | 4.05 | 1 |
| 415 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.06 | 2.56 | 2.33 | 1.58 | 5.93 | 0.84 | 2.62 | -0.91 | 3.51 | 1.53 | 2.93 | 1.10 | 2.04 | 2.93 | 2.45 | 2.45 | 2.56 | 0.81 | 1.60 | 3.76 | 0.88 | 4.54 | 3.59 | 3.55 | 2.22 | 1 |
| 713 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.19 | 2.18 | 7.01 | 0.79 | 5.39 | 0.15 | 3.17 | -4.32 | 2.63 | 3.59 | 1.08 | 0.13 | 2.46 | 4.22 | 3.08 | 1.98 | 2.68 | 2.57 | 2.15 | 4.51 | 2.92 | 3.41 | 2.65 | 3.00 | 1.16 | 1 |
| 594 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.77 | 2.23 | 3.95 | 0.76 | 2.40 | 1.12 | 2.71 | -1.62 | 2.77 | 4.50 | 3.43 | 1.00 | 1.44 | 2.10 | 0.21 | 2.84 | 3.77 | 1.71 | 2.18 | 4.46 | 1.57 | 4.39 | 3.65 | 4.45 | 4.49 | 1 |
| 514 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.31 | 2.64 | 2.22 | 0.75 | 3.23 | 2.68 | 4.25 | 3.00 | 4.31 | 2.31 | 3.88 | 0.08 | 1.26 | 3.59 | 2.08 | 2.66 | 1.21 | 2.92 | 0.67 | 3.41 | -1.80 | 4.57 | 4.19 | 5.21 | 3.14 | 1 |
| 393 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.21 | 0.26 | 2.80 | 3.92 | -0.17 | 1.33 | 2.70 | 1.58 | 2.37 | 2.92 | 0.64 | 0.23 | 2.96 | 2.36 | 1.54 | 1.54 | 3.91 | 2.08 | 3.29 | 1.49 | 3.18 | 2.25 | 2.73 | 1.05 | 1.39 | 1 |
| 394 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.70 | 2.37 | 2.13 | 1.33 | 0.27 | 2.75 | 2.88 | 1.18 | 3.69 | 0.43 | 1.30 | -0.68 | 1.50 | 4.90 | 2.43 | 2.63 | 5.13 | 0.91 | 4.35 | 3.40 | 1.97 | 4.09 | 1.21 | 3.53 | 2.11 | 1 |
| 553 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.41 | 1.31 | 1.63 | 1.82 | 1.45 | 1.07 | 0.34 | 2.33 | 4.43 | 1.92 | 2.55 | -0.11 | 0.11 | 1.82 | 2.08 | 1.83 | 3.18 | 2.78 | 1.39 | 4.17 | 1.03 | 1.24 | 3.48 | 1.86 | 2.19 | 1 |
| 692 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.58 | 1.75 | 2.98 | 2.42 | 2.67 | 0.62 | 2.34 | 2.92 | 1.22 | 3.25 | 1.69 | 1.54 | 1.32 | 3.31 | 2.52 | 1.50 | -0.15 | 2.57 | 4.03 | 3.40 | 3.55 | 4.12 | 0.27 | 2.69 | 2.31 | 1 |
| 572 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.01 | 0.90 | 1.58 | 3.03 | 3.79 | 0.95 | 3.44 | 1.93 | 1.51 | 1.14 | 2.44 | 0.81 | 0.40 | 2.69 | 0.80 | 4.42 | 2.83 | 2.51 | -0.01 | 3.60 | 3.41 | 4.26 | 2.31 | 2.56 | 2.50 | 1 |
| 515 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.91 | 2.26 | 2.02 | 1.91 | 0.68 | 0.05 | 2.41 | 3.62 | 0.43 | 1.91 | 1.32 | 2.49 | 2.95 | 2.54 | 2.58 | 4.67 | 2.84 | 1.52 | 2.67 | 3.71 | 3.24 | 2.42 | 2.78 | 3.66 | 4.40 | 0 |
| 592 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.88 | 3.17 | 1.60 | 2.38 | 2.81 | 1.12 | 0.61 | 2.78 | 3.23 | 3.43 | 1.80 | 1.28 | 2.32 | 2.82 | 2.39 | 2.18 | 1.40 | 1.58 | 3.26 | 5.40 | 0.59 | 4.39 | 3.69 | 0.89 | 2.39 | 0 |
| 695 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.91 | 0.69 | 3.44 | 2.06 | 2.87 | 0.45 | 4.01 | 3.91 | 2.64 | 2.84 | 3.59 | 1.72 | 3.15 | 3.70 | 1.65 | 2.29 | 2.33 | 2.89 | 1.28 | 2.91 | 3.27 | 1.51 | 1.40 | 4.20 | 1.94 | 0 |
| 595 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.26 | 2.22 | 5.22 | 1.75 | 1.53 | 0.36 | 1.44 | 2.18 | 2.55 | 2.34 | 2.46 | 1.08 | 3.43 | 1.58 | 3.01 | 3.34 | 0.73 | 1.72 | 2.01 | 3.90 | 1.72 | 4.01 | 3.52 | 4.11 | 2.00 | 0 |
| 693 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.34 | 3.15 | 2.86 | 2.98 | 3.03 | 1.26 | 4.44 | 2.66 | 1.62 | 2.98 | 1.06 | 2.05 | 2.42 | 2.18 | 3.60 | 0.55 | 1.96 | 1.95 | 1.76 | 3.24 | 3.33 | 2.83 | 1.58 | 2.44 | 2.63 | 0 |
| 715 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.22 | 1.44 | 2.29 | 2.16 | 2.83 | 1.77 | 4.86 | 2.30 | 2.23 | 2.99 | 2.92 | 1.99 | 1.15 | 5.72 | 1.34 | 0.53 | 2.09 | 2.15 | 3.70 | 2.18 | 3.33 | 2.30 | 4.89 | 1.45 | 2.90 | 0 |
| 574 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.62 | 2.04 | 2.83 | 3.07 | 2.78 | 0.29 | 3.21 | 0.07 | 3.28 | 2.76 | 0.90 | 0.41 | 1.40 | 3.52 | 1.58 | 2.65 | 4.07 | 1.75 | 0.51 | 1.80 | 2.21 | 4.87 | 2.84 | 2.56 | 3.54 | 0 |
| 414 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.37 | 2.75 | 2.72 | 2.17 | 0.67 | 2.32 | 2.43 | 3.71 | 3.81 | 0.11 | 2.16 | 2.19 | 2.48 | 1.85 | 1.60 | 2.63 | 3.44 | 3.37 | 2.95 | 3.95 | 3.61 | 4.86 | 2.82 | 3.68 | 3.51 | 0 |
| 153 | 372 | 32 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 6.81 | 4.21 | 4.93 | 3.40 | 5.21 | 1.78 | 4.09 | 2.72 | 4.64 | 4.96 | 4.84 | 1.57 | 5.13 | 3.15 | 6.51 | 3.52 | 3.88 | 3.21 | 4.62 | 4.41 | 1.10 | 3.51 | 6.02 | 3.62 | 3.68 | 0 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_12 | 90.351562 | 0.819402 |
| mAP_valid_abs_values_19 | 90.124063 | 0.692223 |
| mAP_valid_abs_values_6 | 90.061563 | 0.783454 |
| mAP_valid_abs_values_11 | 89.978125 | 0.889855 |
| mAP_valid_abs_values_18 | 89.902187 | 0.802053 |
| mAP_valid_abs_values_13 | 89.892500 | 1.115278 |
| mAP_valid_abs_values_17 | 89.853750 | 0.732806 |
| mAP_valid_abs_values_16 | 89.737500 | 0.839197 |
| mAP_valid_abs_values_10 | 89.669687 | 0.890036 |
| mAP_valid_abs_values_2 | 89.660000 | 0.770119 |
| mAP_valid_abs_values_25 | 89.649687 | 0.883455 |
| mAP_valid_abs_values_14 | 89.624687 | 0.800758 |
| mAP_valid_abs_values_4 | 89.620312 | 0.735810 |
| mAP_valid_abs_values_8 | 89.546250 | 2.464858 |
| mAP_valid_abs_values_9 | 89.448750 | 0.647968 |
| mAP_valid_abs_values_7 | 89.383125 | 1.013402 |
| mAP_valid_abs_values_21 | 89.381250 | 1.161403 |
| mAP_valid_abs_values_5 | 89.307813 | 0.953340 |
| mAP_valid_abs_values_23 | 89.287813 | 0.870034 |
| mAP_valid_abs_values_26 | 89.286563 | 0.933473 |
| mAP_valid_abs_values_3 | 89.285625 | 0.926164 |
| mAP_valid_abs_values | 89.123437 | 0.829129 |
| mAP_valid_abs_values_22 | 89.121562 | 3.265460 |
| mAP_valid_abs_values_24 | 89.031875 | 2.558811 |
| mAP_valid_abs_values_15 | 88.391875 | 8.379058 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.891875 | 1.002331 |
| mAP_test_abs_values_21 | 92.500313 | 1.258098 |
| mAP_test_abs_values_17 | 92.403437 | 1.205639 |
| mAP_test_abs_values_25 | 92.350313 | 0.958068 |
| mAP_test_abs_values_3 | 92.232812 | 1.069116 |
| mAP_test_abs_values_19 | 92.205000 | 1.072531 |
| mAP_test_abs_values_14 | 92.165625 | 1.354964 |
| mAP_test_abs_values_10 | 92.163438 | 1.049570 |
| mAP_test_abs_values_5 | 92.139062 | 1.432702 |
| mAP_test_abs_values_11 | 92.084688 | 1.331368 |
| mAP_test_abs_values_18 | 92.041875 | 0.906612 |
| mAP_test_abs_values_13 | 91.906563 | 1.233805 |
| mAP_test_abs_values_16 | 91.846563 | 1.265598 |
| average_map | 91.830625 | 0.367075 |
| mAP_test_abs_values_26 | 91.796875 | 1.106970 |
| mAP_test_abs_values_9 | 91.795000 | 1.074208 |
| mAP_test_abs_values_24 | 91.781563 | 2.882195 |
| mAP_test_abs_values | 91.677813 | 1.247135 |
| mAP_test_abs_values_7 | 91.645313 | 1.272805 |
| mAP_test_abs_values_2 | 91.638125 | 0.948528 |
| mAP_test_abs_values_22 | 91.289687 | 4.488588 |
| mAP_test_abs_values_4 | 91.280937 | 1.059069 |
| mAP_test_abs_values_8 | 91.235625 | 3.658830 |
| mAP_test_abs_values_6 | 91.234062 | 0.946494 |
| mAP_test_abs_values_12 | 91.056250 | 1.140803 |
| mAP_test_abs_values_15 | 90.402813 | 7.648772 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 552 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.26 | 90.57 | 90.39 | 90.41 | 87.78 | 89.70 | 89.23 | 90.62 | 89.48 | 89.54 | 90.40 | 91.52 | 88.69 | 89.65 | 89.74 | 89.42 | 90.34 | 89.73 | 90.73 | 90.27 | 90.64 | 88.92 | 90.91 | 89.66 | 88.19 |
| 675 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.34 | 88.96 | 88.49 | 89.94 | 88.62 | 91.84 | 88.84 | 91.73 | 89.38 | 90.73 | 89.57 | 90.57 | 87.64 | 89.94 | 91.16 | 90.79 | 90.09 | 89.49 | 90.60 | 88.70 | 89.92 | 89.81 | 89.42 | 89.28 | 90.94 |
| 372 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.38 | 90.02 | 89.67 | 89.47 | 88.93 | 91.25 | 90.09 | 90.61 | 89.26 | 89.92 | 90.80 | 90.39 | 90.38 | 90.21 | 90.48 | 87.24 | 89.70 | 89.49 | 90.89 | 87.29 | 91.39 | 91.10 | 88.50 | 88.75 | 87.89 |
| 374 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.83 | 90.11 | 90.63 | 90.50 | 88.51 | 90.94 | 90.51 | 89.24 | 89.84 | 89.52 | 91.25 | 90.05 | 89.58 | 90.39 | 90.53 | 91.30 | 90.19 | 88.97 | 89.78 | 89.98 | 88.33 | 89.15 | 89.90 | 90.74 | 88.05 |
| 494 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.81 | 89.98 | 89.75 | 90.52 | 90.81 | 90.01 | 88.90 | 89.79 | 89.39 | 89.16 | 88.64 | 90.57 | 88.43 | 90.57 | 90.50 | 89.66 | 90.00 | 89.46 | 90.08 | 88.70 | 89.32 | 89.82 | 90.44 | 90.36 | 89.80 |
| 572 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.65 | 88.79 | 89.27 | 88.78 | 89.95 | 88.64 | 88.26 | 89.07 | 90.08 | 91.17 | 90.48 | 90.40 | 90.94 | 90.22 | 90.09 | 88.93 | 89.15 | 88.87 | 91.04 | 87.81 | 90.00 | 88.90 | 89.83 | 91.05 | 90.59 |
| 573 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.25 | 87.88 | 90.53 | 89.20 | 88.78 | 90.64 | 88.34 | 88.44 | 89.25 | 89.30 | 90.56 | 90.66 | 89.59 | 89.46 | 90.40 | 90.07 | 89.17 | 90.04 | 90.00 | 87.37 | 90.93 | 89.36 | 88.74 | 90.90 | 91.39 |
| 574 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.80 | 90.39 | 89.45 | 89.48 | 90.12 | 89.81 | 89.88 | 90.22 | 90.07 | 90.04 | 89.86 | 90.98 | 90.13 | 91.29 | 89.21 | 90.00 | 89.58 | 90.51 | 90.20 | 88.94 | 90.61 | 87.88 | 89.48 | 88.71 | 88.68 |
| 575 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.05 | 90.18 | 90.61 | 90.09 | 90.14 | 89.98 | 90.84 | 90.18 | 88.71 | 89.35 | 90.80 | 91.07 | 90.10 | 89.75 | 90.40 | 90.26 | 89.70 | 89.23 | 90.58 | 90.69 | 89.59 | 88.18 | 89.56 | 90.81 | 88.74 |
| 692 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.78 | 90.36 | 88.55 | 90.47 | 90.66 | 90.46 | 90.18 | 90.48 | 91.05 | 88.92 | 90.67 | 89.84 | 88.44 | 88.92 | 90.59 | 90.94 | 90.79 | 89.46 | 88.96 | 88.98 | 90.46 | 89.19 | 76.39 | 89.68 | 88.22 |
| 393 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.05 | 89.33 | 89.99 | 88.65 | 89.50 | 89.47 | 89.55 | 89.49 | 89.68 | 88.12 | 90.66 | 92.12 | 89.96 | 88.60 | 89.55 | 90.19 | 88.40 | 89.78 | 91.11 | 89.72 | 89.89 | 90.21 | 89.27 | 91.49 | 89.28 |
| 394 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.62 | 89.60 | 89.64 | 89.23 | 90.38 | 89.72 | 89.21 | 89.84 | 89.39 | 90.60 | 89.84 | 90.89 | 90.96 | 89.71 | 89.35 | 89.49 | 89.42 | 88.87 | 88.69 | 90.39 | 90.65 | 88.84 | 90.24 | 88.77 | 89.02 |
| 514 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.94 | 90.01 | 88.70 | 89.46 | 88.29 | 90.21 | 87.11 | 90.31 | 88.46 | 89.39 | 88.65 | 91.75 | 91.96 | 88.18 | 91.42 | 89.71 | 91.30 | 90.26 | 91.04 | 88.22 | 78.16 | 88.60 | 88.51 | 89.85 | 90.14 |
| 592 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.86 | 88.38 | 90.61 | 89.66 | 89.31 | 90.22 | 90.30 | 90.84 | 88.69 | 90.01 | 90.89 | 90.40 | 90.47 | 90.14 | 89.57 | 89.04 | 88.33 | 89.68 | 90.17 | 87.85 | 90.85 | 89.26 | 90.48 | 91.34 | 89.54 |
| 594 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.14 | 90.32 | 89.36 | 90.13 | 90.32 | 91.03 | 87.89 | 90.89 | 89.37 | 88.79 | 90.47 | 90.05 | 90.23 | 88.82 | 89.89 | 88.58 | 89.67 | 90.15 | 89.67 | 89.57 | 90.20 | 90.30 | 88.96 | 88.86 | 88.82 |
| 595 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.02 | 89.65 | 88.09 | 89.71 | 91.04 | 89.88 | 90.93 | 89.67 | 90.29 | 88.97 | 91.18 | 89.84 | 90.45 | 88.76 | 89.28 | 88.84 | 90.61 | 91.06 | 90.17 | 89.91 | 89.99 | 90.09 | 89.66 | 89.14 | 90.62 |
| 715 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.85 | 90.51 | 90.32 | 87.58 | 89.39 | 90.50 | 87.92 | 91.09 | 89.63 | 89.33 | 90.07 | 89.62 | 91.10 | 87.91 | 88.72 | 89.32 | 90.56 | 90.57 | 90.55 | 90.51 | 89.76 | 90.74 | 87.58 | 90.33 | 89.60 |
| 414 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.47 | 90.52 | 88.59 | 90.01 | 90.42 | 88.91 | 89.11 | 89.42 | 88.62 | 89.23 | 90.57 | 90.01 | 90.13 | 90.55 | 89.47 | 89.79 | 90.07 | 88.97 | 90.44 | 90.01 | 89.67 | 88.59 | 90.99 | 89.89 | 89.95 |
| 415 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.62 | 90.28 | 89.67 | 88.85 | 87.69 | 90.45 | 89.70 | 91.10 | 88.64 | 89.91 | 90.58 | 90.54 | 88.84 | 88.84 | 88.54 | 89.93 | 89.52 | 91.89 | 90.23 | 90.27 | 91.62 | 89.63 | 89.37 | 89.93 | 89.42 |
Size of the All data: (144, 28)
Size of the Sig data: (19, 33)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.22 | 90.97 | 92.69 | 92.62 | 91.48 | 91.31 | 91.37 | 90.38 | 89.74 | 91.21 | 92.61 | 93.07 | 92.16 | 90.24 | 91.19 | 92.81 | 94.01 | 91.80 | 92.01 | 93.01 | 91.08 | 93.30 | 92.44 | 91.83 | 92.67 |
| 5 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.40 | 90.87 | 92.39 | 92.71 | 93.13 | 90.40 | 90.30 | 92.82 | 92.43 | 92.37 | 92.04 | 90.77 | 92.24 | 93.44 | 92.88 | 93.70 | 92.01 | 91.91 | 92.05 | 90.80 | 92.10 | 90.95 | 92.38 | 92.82 | 90.76 |
| 11 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.24 | 90.21 | 91.67 | 90.79 | 90.31 | 90.60 | 90.17 | 90.48 | 90.79 | 92.15 | 89.91 | 89.55 | 90.78 | 92.15 | 91.21 | 88.12 | 92.47 | 91.34 | 91.42 | 90.48 | 90.95 | 91.39 | 92.12 | 90.71 | 90.22 |
| 2 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.14 | 90.50 | 93.40 | 90.81 | 91.61 | 90.90 | 90.77 | 90.19 | 90.05 | 91.11 | 93.90 | 91.15 | 88.31 | 93.72 | 89.99 | 91.55 | 90.68 | 92.38 | 91.29 | 92.68 | 91.84 | 93.43 | 91.75 | 90.98 | 90.15 |
| 9 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.33 | 90.47 | 93.10 | 91.05 | 91.67 | 89.93 | 90.04 | 92.00 | 91.12 | 92.13 | 90.13 | 89.87 | 92.83 | 91.88 | 90.76 | 91.62 | 91.46 | 90.23 | 90.75 | 92.14 | 93.56 | 93.49 | 91.44 | 92.72 | 92.60 |
| 15 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.66 | 89.69 | 90.85 | 91.81 | 93.74 | 89.59 | 91.70 | 91.00 | 91.59 | 92.31 | 92.92 | 91.21 | 91.34 | 92.91 | 90.89 | 93.35 | 91.98 | 91.38 | 91.03 | 91.41 | 93.41 | 93.16 | 92.14 | 93.61 | 93.09 |
| 16 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.06 | 92.24 | 94.39 | 91.47 | 91.33 | 90.51 | 91.42 | 91.48 | 91.01 | 94.07 | 93.15 | 89.31 | 92.30 | 90.41 | 91.40 | 90.85 | 93.07 | 92.71 | 92.95 | 90.82 | 92.53 | 91.65 | 92.04 | 92.74 | 92.85 |
| 6 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.42 | 92.43 | 92.28 | 92.55 | 92.90 | 90.10 | 93.09 | 90.29 | 93.35 | 92.80 | 90.76 | 91.39 | 91.53 | 94.81 | 90.79 | 92.65 | 93.65 | 92.26 | 90.71 | 90.74 | 92.82 | 92.75 | 92.32 | 91.27 | 92.22 |
| 0 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.05 | 92.00 | 90.32 | 90.68 | 93.15 | 92.38 | 93.68 | 92.49 | 91.42 | 91.31 | 92.37 | 90.92 | 92.87 | 93.29 | 93.49 | 90.46 | 92.67 | 92.40 | 92.12 | 92.53 | 93.37 | 92.87 | 91.21 | 91.83 | 90.34 |
| 17 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.36 | 92.11 | 91.53 | 92.89 | 93.33 | 91.08 | 92.52 | 93.40 | 92.27 | 92.17 | 92.36 | 91.38 | 89.76 | 92.23 | 93.11 | 92.44 | 90.64 | 92.03 | 92.99 | 92.38 | 94.01 | 93.31 | 76.66 | 92.37 | 90.53 |
| 8 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.26 | 89.59 | 92.79 | 92.57 | 89.33 | 90.80 | 92.25 | 91.07 | 92.05 | 91.04 | 91.30 | 92.35 | 92.92 | 90.96 | 91.09 | 91.73 | 92.31 | 91.86 | 94.40 | 91.21 | 93.07 | 92.46 | 92.00 | 92.54 | 90.67 |
| 12 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.32 | 91.97 | 91.77 | 90.56 | 90.65 | 92.47 | 92.09 | 91.02 | 93.08 | 91.03 | 91.14 | 90.21 | 92.46 | 94.61 | 91.78 | 92.12 | 94.55 | 89.78 | 93.04 | 93.79 | 92.62 | 92.93 | 91.45 | 92.30 | 91.13 |
| 18 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.25 | 92.65 | 90.92 | 90.21 | 91.52 | 92.89 | 91.36 | 93.31 | 92.77 | 91.70 | 92.53 | 91.83 | 93.22 | 91.77 | 93.50 | 92.37 | 92.51 | 93.18 | 91.71 | 91.63 | 76.36 | 93.17 | 92.70 | 95.06 | 93.28 |
| 4 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.74 | 91.55 | 92.21 | 92.04 | 92.12 | 91.34 | 90.91 | 93.62 | 91.92 | 93.44 | 92.69 | 91.68 | 92.79 | 92.96 | 91.96 | 91.22 | 89.73 | 91.26 | 93.43 | 93.25 | 91.44 | 93.65 | 94.17 | 92.23 | 91.93 |
| 14 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.91 | 92.55 | 93.31 | 90.89 | 92.72 | 92.15 | 90.60 | 89.27 | 92.14 | 93.29 | 93.90 | 91.05 | 91.67 | 90.92 | 90.10 | 91.42 | 93.44 | 91.86 | 91.85 | 94.03 | 91.77 | 94.69 | 92.61 | 93.31 | 93.31 |
| 1 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.28 | 91.87 | 93.31 | 91.46 | 92.57 | 90.24 | 92.37 | 91.85 | 92.84 | 91.31 | 93.64 | 90.92 | 93.88 | 90.34 | 92.29 | 92.18 | 91.34 | 92.78 | 92.18 | 93.81 | 91.71 | 94.10 | 93.18 | 93.25 | 92.62 |
| 13 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.07 | 91.95 | 92.61 | 89.74 | 92.22 | 92.27 | 92.78 | 93.39 | 91.86 | 92.32 | 92.99 | 91.61 | 92.25 | 93.63 | 90.06 | 89.85 | 92.65 | 92.72 | 94.25 | 92.69 | 93.09 | 93.04 | 92.47 | 91.78 | 92.50 |
| 10 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.84 | 93.27 | 91.31 | 92.18 | 91.09 | 91.23 | 91.54 | 93.13 | 92.43 | 89.34 | 92.73 | 92.20 | 92.61 | 92.40 | 91.07 | 92.42 | 93.51 | 92.34 | 93.39 | 93.96 | 93.28 | 93.45 | 93.81 | 93.57 | 93.46 |
| 7 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.68 | 92.84 | 92.00 | 90.43 | 93.62 | 91.29 | 92.32 | 90.19 | 92.15 | 91.44 | 93.51 | 91.64 | 90.88 | 91.77 | 90.99 | 92.38 | 92.08 | 92.70 | 91.83 | 94.03 | 92.50 | 94.17 | 92.96 | 93.48 | 91.64 |
Size of the test data: (19, 33)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 372 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.86 | 0.19 | 2.00 | 1.32 | 1.38 | -0.65 | 0.08 | -0.13 | 1.53 | 2.23 | -0.89 | -0.84 | 0.40 | 1.94 | 0.73 | 0.88 | 2.77 | 1.85 | 0.53 | 3.19 | -0.44 | 0.29 | 3.62 | 1.96 | 2.33 | 5 |
| 374 | 372 | 32 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.31 | 0.39 | 2.77 | 0.31 | 3.10 | -0.04 | 0.26 | 0.95 | 0.21 | 1.59 | 2.65 | 1.10 | -1.27 | 3.33 | -0.54 | 0.25 | 0.49 | 3.41 | 1.51 | 2.70 | 3.51 | 4.28 | 1.85 | 0.24 | 2.10 | 3 |
| 552 | 372 | 32 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.04 | 0.40 | 2.30 | 2.21 | 3.70 | 1.61 | 2.14 | -0.24 | 0.26 | 1.67 | 2.21 | 1.55 | 3.47 | 0.59 | 1.45 | 3.39 | 3.67 | 2.07 | 1.28 | 2.74 | 0.44 | 4.38 | 1.53 | 2.17 | 4.48 | 2 |
| 494 | 372 | 32 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.52 | 0.49 | 3.35 | 0.53 | 0.86 | -0.08 | 1.14 | 2.21 | 1.73 | 2.97 | 1.49 | -0.70 | 4.40 | 1.31 | 0.26 | 1.96 | 1.46 | 0.77 | 0.67 | 3.44 | 4.24 | 3.67 | 1.00 | 2.36 | 2.80 | 2 |
| 573 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.81 | 4.36 | 3.86 | 2.27 | 2.55 | -0.13 | 3.08 | 3.04 | 1.76 | 4.77 | 2.59 | -1.35 | 2.71 | 0.95 | 1.00 | 0.78 | 3.90 | 2.67 | 2.95 | 3.45 | 1.60 | 2.29 | 3.30 | 1.84 | 1.46 | 2 |
| 575 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.00 | 1.82 | -0.29 | 0.59 | 3.01 | 2.40 | 2.84 | 2.31 | 2.71 | 1.96 | 1.57 | -0.15 | 2.77 | 3.54 | 3.09 | 0.20 | 2.97 | 3.17 | 1.54 | 1.84 | 3.78 | 4.69 | 1.65 | 1.02 | 1.60 | 2 |
| 675 | 372 | 32 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.06 | 1.91 | 3.90 | 2.77 | 4.51 | -1.44 | 1.46 | 1.09 | 3.05 | 1.64 | 2.47 | 0.20 | 4.60 | 3.50 | 1.72 | 2.91 | 1.92 | 2.42 | 1.45 | 2.10 | 2.18 | 1.14 | 2.96 | 3.54 | -0.18 | 2 |
| 394 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.70 | 2.37 | 2.13 | 1.33 | 0.27 | 2.75 | 2.88 | 1.18 | 3.69 | 0.43 | 1.30 | -0.68 | 1.50 | 4.90 | 2.43 | 2.63 | 5.13 | 0.91 | 4.35 | 3.40 | 1.97 | 4.09 | 1.21 | 3.53 | 2.11 | 1 |
| 594 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.77 | 2.23 | 3.95 | 0.76 | 2.40 | 1.12 | 2.71 | -1.62 | 2.77 | 4.50 | 3.43 | 1.00 | 1.44 | 2.10 | 0.21 | 2.84 | 3.77 | 1.71 | 2.18 | 4.46 | 1.57 | 4.39 | 3.65 | 4.45 | 4.49 | 1 |
| 514 | 372 | 32 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.31 | 2.64 | 2.22 | 0.75 | 3.23 | 2.68 | 4.25 | 3.00 | 4.31 | 2.31 | 3.88 | 0.08 | 1.26 | 3.59 | 2.08 | 2.66 | 1.21 | 2.92 | 0.67 | 3.41 | -1.80 | 4.57 | 4.19 | 5.21 | 3.14 | 1 |
| 692 | 372 | 32 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.58 | 1.75 | 2.98 | 2.42 | 2.67 | 0.62 | 2.34 | 2.92 | 1.22 | 3.25 | 1.69 | 1.54 | 1.32 | 3.31 | 2.52 | 1.50 | -0.15 | 2.57 | 4.03 | 3.40 | 3.55 | 4.12 | 0.27 | 2.69 | 2.31 | 1 |
| 393 | 372 | 32 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.21 | 0.26 | 2.80 | 3.92 | -0.17 | 1.33 | 2.70 | 1.58 | 2.37 | 2.92 | 0.64 | 0.23 | 2.96 | 2.36 | 1.54 | 1.54 | 3.91 | 2.08 | 3.29 | 1.49 | 3.18 | 2.25 | 2.73 | 1.05 | 1.39 | 1 |
| 572 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.01 | 0.90 | 1.58 | 3.03 | 3.79 | 0.95 | 3.44 | 1.93 | 1.51 | 1.14 | 2.44 | 0.81 | 0.40 | 2.69 | 0.80 | 4.42 | 2.83 | 2.51 | -0.01 | 3.60 | 3.41 | 4.26 | 2.31 | 2.56 | 2.50 | 1 |
| 415 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.06 | 2.56 | 2.33 | 1.58 | 5.93 | 0.84 | 2.62 | -0.91 | 3.51 | 1.53 | 2.93 | 1.10 | 2.04 | 2.93 | 2.45 | 2.45 | 2.56 | 0.81 | 1.60 | 3.76 | 0.88 | 4.54 | 3.59 | 3.55 | 2.22 | 1 |
| 574 | 372 | 32 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.62 | 2.04 | 2.83 | 3.07 | 2.78 | 0.29 | 3.21 | 0.07 | 3.28 | 2.76 | 0.90 | 0.41 | 1.40 | 3.52 | 1.58 | 2.65 | 4.07 | 1.75 | 0.51 | 1.80 | 2.21 | 4.87 | 2.84 | 2.56 | 3.54 | 0 |
| 592 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.88 | 3.17 | 1.60 | 2.38 | 2.81 | 1.12 | 0.61 | 2.78 | 3.23 | 3.43 | 1.80 | 1.28 | 2.32 | 2.82 | 2.39 | 2.18 | 1.40 | 1.58 | 3.26 | 5.40 | 0.59 | 4.39 | 3.69 | 0.89 | 2.39 | 0 |
| 595 | 372 | 32 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.26 | 2.22 | 5.22 | 1.75 | 1.53 | 0.36 | 1.44 | 2.18 | 2.55 | 2.34 | 2.46 | 1.08 | 3.43 | 1.58 | 3.01 | 3.34 | 0.73 | 1.72 | 2.01 | 3.90 | 1.72 | 4.01 | 3.52 | 4.11 | 2.00 | 0 |
| 715 | 372 | 32 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.22 | 1.44 | 2.29 | 2.16 | 2.83 | 1.77 | 4.86 | 2.30 | 2.23 | 2.99 | 2.92 | 1.99 | 1.15 | 5.72 | 1.34 | 0.53 | 2.09 | 2.15 | 3.70 | 2.18 | 3.33 | 2.30 | 4.89 | 1.45 | 2.90 | 0 |
| 414 | 372 | 32 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.37 | 2.75 | 2.72 | 2.17 | 0.67 | 2.32 | 2.43 | 3.71 | 3.81 | 0.11 | 2.16 | 2.19 | 2.48 | 1.85 | 1.60 | 2.63 | 3.44 | 3.37 | 2.95 | 3.95 | 3.61 | 4.86 | 2.82 | 3.68 | 3.51 | 0 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_12 | 90.593158 | 0.672045 |
| mAP_valid_abs_values_11 | 90.312632 | 0.728307 |
| mAP_valid_abs_values_19 | 90.259474 | 0.655985 |
| mAP_valid_abs_values_6 | 90.192632 | 0.777881 |
| mAP_valid_abs_values_8 | 90.159474 | 0.823964 |
| mAP_valid_abs_values_25 | 89.975789 | 0.910246 |
| mAP_valid_abs_values_15 | 89.941579 | 0.775229 |
| mAP_valid_abs_values_13 | 89.895789 | 1.085021 |
| mAP_valid_abs_values_17 | 89.820526 | 0.758101 |
| mAP_valid_abs_values_18 | 89.814737 | 0.792881 |
| mAP_valid_abs_values_2 | 89.781053 | 0.776330 |
| mAP_valid_abs_values_16 | 89.657895 | 0.926052 |
| mAP_valid_abs_values_3 | 89.595263 | 0.814039 |
| mAP_valid_abs_values_4 | 89.586316 | 0.762009 |
| mAP_valid_abs_values_10 | 89.578947 | 0.730653 |
| mAP_valid_abs_values_22 | 89.577895 | 2.867486 |
| mAP_valid_abs_values_14 | 89.574211 | 0.905473 |
| mAP_valid_abs_values_5 | 89.507368 | 1.029201 |
| mAP_valid_abs_values_9 | 89.435789 | 0.659388 |
| mAP_valid_abs_values_26 | 89.414737 | 1.019544 |
| mAP_valid_abs_values_23 | 89.398421 | 0.851203 |
| mAP_valid_abs_values_7 | 89.304737 | 1.068802 |
| mAP_valid_abs_values | 89.248421 | 0.862614 |
| mAP_valid_abs_values_21 | 89.220000 | 1.109014 |
| mAP_valid_abs_values_24 | 88.854211 | 3.139873 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.750395 | 2.089777 |
| mAP_test_abs_values_21 | 92.472368 | 1.206031 |
| mAP_test_abs_values_25 | 92.334474 | 1.001446 |
| mAP_test_abs_values_17 | 92.256579 | 1.135457 |
| mAP_test_abs_values_11 | 92.175921 | 1.277849 |
| mAP_test_abs_values_19 | 92.103158 | 1.038272 |
| mAP_test_abs_values_3 | 92.081579 | 1.153863 |
| mAP_test_abs_values_5 | 92.076184 | 1.349807 |
| mAP_test_abs_values_24 | 92.047895 | 2.042635 |
| mAP_test_abs_values_14 | 92.037632 | 1.431603 |
| mAP_test_abs_values_10 | 91.942237 | 2.339387 |
| mAP_test_abs_values_18 | 91.880658 | 0.862952 |
| average_map | 91.817400 | 0.462187 |
| mAP_test_abs_values_13 | 91.780789 | 1.178506 |
| mAP_test_abs_values_22 | 91.734211 | 3.405994 |
| mAP_test_abs_values_9 | 91.726447 | 1.104893 |
| mAP_test_abs_values_2 | 91.688289 | 0.947677 |
| mAP_test_abs_values_7 | 91.657368 | 1.203989 |
| mAP_test_abs_values_16 | 91.649079 | 1.271854 |
| mAP_test_abs_values_26 | 91.635395 | 1.174453 |
| mAP_test_abs_values | 91.516711 | 1.123472 |
| mAP_test_abs_values_15 | 91.378947 | 1.250792 |
| mAP_test_abs_values_4 | 91.285000 | 1.116600 |
| mAP_test_abs_values_8 | 91.212237 | 2.560502 |
| mAP_test_abs_values_6 | 91.057368 | 1.012114 |
| mAP_test_abs_values_12 | 90.954079 | 1.057739 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[88, 93]
)),
showlegend=True
)
fig.show()
fig.write_image("MU_Test.png")The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.87 | 87.44 | 87.32 | 88.14 | 86.53 | 86.08 | 87.58 | 88.48 | 87.62 | 86.20 | 89.12 | 89.47 | 88.22 | 87.47 | 86.40 | 88.88 | 88.77 | 87.20 | 89.25 | 88.56 | 89.43 | 87.36 | 88.24 | 88.89 | 87.91 |
| 17 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 85.77 | 88.73 | 89.13 | 87.83 | 86.46 | 89.05 | 86.52 | 88.94 | 87.69 | 87.77 | 88.69 | 89.58 | 88.80 | 88.61 | 90.34 | 89.06 | 89.34 | 89.76 | 88.16 | 88.05 | 88.82 | 87.62 | 87.24 | 88.03 | 88.11 |
| 18 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.60 | 87.82 | 87.75 | 87.80 | 87.25 | 89.68 | 85.76 | 87.44 | 88.71 | 87.85 | 90.17 | 89.27 | 90.17 | 87.85 | 89.47 | 88.83 | 88.60 | 88.33 | 89.96 | 88.67 | 86.91 | 89.50 | 89.09 | 87.98 | 87.89 |
| 19 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.71 | 87.71 | 88.37 | 88.57 | 87.38 | 87.04 | 87.00 | 89.50 | 88.27 | 88.31 | 88.40 | 87.58 | 89.54 | 90.55 | 88.80 | 90.78 | 90.36 | 87.82 | 88.94 | 88.34 | 88.25 | 90.52 | 89.92 | 89.19 | 88.28 |
| 36 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.65 | 86.23 | 87.38 | 87.80 | 86.89 | 88.63 | 86.35 | 87.57 | 89.48 | 88.43 | 88.21 | 88.20 | 88.06 | 87.59 | 87.85 | 85.94 | 87.94 | 88.90 | 86.56 | 87.80 | 88.28 | 89.69 | 88.46 | 89.99 | 86.26 |
| 37 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.82 | 88.47 | 85.84 | 87.97 | 87.25 | 87.53 | 88.12 | 88.52 | 87.93 | 88.93 | 90.04 | 89.44 | 90.00 | 89.54 | 88.48 | 88.68 | 88.64 | 87.58 | 89.68 | 89.05 | 88.62 | 89.11 | 88.40 | 87.35 | 88.60 |
| 38 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 87.83 | 87.09 | 88.86 | 89.07 | 88.73 | 87.94 | 88.99 | 89.88 | 90.77 | 88.40 | 88.46 | 89.76 | 88.07 | 87.93 | 88.98 | 88.07 | 88.97 | 87.28 | 88.53 | 88.25 | 88.38 | 88.35 | 88.61 | 88.10 | 90.38 |
| 39 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.67 | 87.67 | 86.39 | 87.33 | 88.52 | 88.54 | 88.19 | 88.65 | 88.00 | 88.20 | 88.13 | 89.14 | 88.46 | 88.21 | 89.99 | 88.57 | 89.32 | 87.03 | 88.08 | 88.99 | 89.88 | 89.40 | 89.06 | 88.38 | 88.96 |
| 56 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.78 | 86.84 | 86.02 | 89.72 | 88.30 | 88.72 | 87.37 | 89.48 | 88.37 | 88.35 | 88.75 | 87.39 | 86.97 | 87.30 | 88.96 | 87.71 | 87.55 | 86.79 | 88.75 | 86.25 | 87.60 | 87.38 | 88.77 | 88.40 | 87.34 |
| 57 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.56 | 88.50 | 87.09 | 87.44 | 87.43 | 87.19 | 89.26 | 88.48 | 88.29 | 85.78 | 90.39 | 88.78 | 87.96 | 90.04 | 87.88 | 87.07 | 88.72 | 88.82 | 88.50 | 88.97 | 89.28 | 88.88 | 88.40 | 89.14 | 89.09 |
| 58 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.93 | 88.83 | 88.36 | 87.94 | 88.05 | 88.15 | 87.28 | 89.17 | 88.00 | 87.79 | 87.22 | 88.92 | 90.09 | 87.43 | 90.23 | 88.26 | 89.31 | 87.87 | 88.72 | 87.77 | 86.84 | 88.17 | 88.21 | 88.18 | 88.31 |
| 59 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.01 | 42.66 | 86.43 | 89.04 | 87.38 | 87.62 | 88.59 | 88.26 | 88.97 | 88.70 | 90.33 | 88.57 | 88.71 | 90.03 | 87.63 | 88.39 | 88.90 | 90.28 | 88.10 | 88.29 | 89.83 | 87.44 | 88.56 | 89.09 | 88.66 |
| 76 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.75 | 88.49 | 86.94 | 88.23 | 87.85 | 87.40 | 86.66 | 89.07 | 88.11 | 88.73 | 87.26 | 89.10 | 87.78 | 89.30 | 89.49 | 88.00 | 87.77 | 88.00 | 89.33 | 87.88 | 88.26 | 87.78 | 90.38 | 88.92 | 86.70 |
| 77 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 88.41 | 88.94 | 89.02 | 88.86 | 42.66 | 88.81 | 87.78 | 88.83 | 87.40 | 88.60 | 88.44 | 89.97 | 88.56 | 87.65 | 88.40 | 88.45 | 88.77 | 90.33 | 90.49 | 89.20 | 88.53 | 87.99 | 88.06 | 90.16 | 88.46 |
| 78 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.14 | 87.79 | 87.34 | 89.70 | 88.37 | 89.08 | 88.59 | 88.53 | 88.30 | 89.01 | 88.34 | 89.84 | 89.98 | 88.91 | 87.08 | 90.65 | 88.73 | 88.89 | 87.93 | 89.17 | 88.30 | 88.21 | 89.30 | 90.37 | 87.11 |
| 79 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.34 | 88.78 | 87.95 | 88.08 | 88.29 | 86.64 | 89.75 | 90.67 | 88.46 | 89.57 | 88.20 | 87.58 | 88.70 | 89.08 | 89.32 | 87.65 | 89.36 | 88.97 | 87.83 | 88.95 | 88.77 | 88.96 | 87.84 | 87.19 | 85.65 |
| 96 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 87.18 | 87.69 | 86.27 | 88.71 | 88.76 | 87.94 | 88.89 | 87.68 | 88.44 | 87.70 | 89.26 | 88.31 | 88.48 | 87.69 | 88.49 | 87.61 | 88.87 | 89.82 | 89.57 | 89.34 | 88.94 | 88.60 | 87.45 | 87.34 | 87.48 |
| 97 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.24 | 89.20 | 86.48 | 87.68 | 87.37 | 89.07 | 87.98 | 87.56 | 86.65 | 88.23 | 89.11 | 88.02 | 88.82 | 88.14 | 87.95 | 88.69 | 88.93 | 88.87 | 89.10 | 89.38 | 90.11 | 88.81 | 89.56 | 87.94 | 88.63 |
| 98 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 86.92 | 87.92 | 88.51 | 88.04 | 87.35 | 88.31 | 89.10 | 89.04 | 87.95 | 88.54 | 88.68 | 88.93 | 87.87 | 89.59 | 90.37 | 89.29 | 88.42 | 89.66 | 87.91 | 89.94 | 88.09 | 89.62 | 88.79 | 87.77 | 88.75 |
| 99 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 86.75 | 87.99 | 88.47 | 87.69 | 88.24 | 89.44 | 88.20 | 89.04 | 89.04 | 88.01 | 88.91 | 89.07 | 89.28 | 88.86 | 88.41 | 88.47 | 89.16 | 90.27 | 88.24 | 87.94 | 89.47 | 88.36 | 87.03 | 87.87 | 88.11 |
| 116 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 85.96 | 88.46 | 85.71 | 89.99 | 87.19 | 87.94 | 87.95 | 87.83 | 89.58 | 88.52 | 88.43 | 88.51 | 89.07 | 88.74 | 88.15 | 88.99 | 87.96 | 87.92 | 88.14 | 88.90 | 87.49 | 87.02 | 89.36 | 88.19 | 87.91 |
| 117 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 86.10 | 88.92 | 88.32 | 88.16 | 88.68 | 89.69 | 86.56 | 89.36 | 87.18 | 88.61 | 87.23 | 90.21 | 88.93 | 87.45 | 89.67 | 88.96 | 88.23 | 88.72 | 88.50 | 87.56 | 88.37 | 90.43 | 88.59 | 89.44 | 89.66 |
| 118 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 87.72 | 88.01 | 87.98 | 88.63 | 89.62 | 86.89 | 89.50 | 88.38 | 87.44 | 88.23 | 87.92 | 88.07 | 87.72 | 88.24 | 89.29 | 87.12 | 87.51 | 88.38 | 88.65 | 88.42 | 89.63 | 88.31 | 87.95 | 88.68 | 88.11 |
| 119 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.36 | 87.46 | 87.51 | 88.85 | 88.34 | 88.34 | 89.03 | 89.05 | 88.62 | 88.08 | 90.63 | 88.46 | 88.95 | 88.26 | 89.22 | 89.12 | 89.13 | 88.73 | 88.13 | 87.46 | 90.06 | 88.08 | 88.02 | 89.53 | 87.72 |
| 136 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.00 | 88.18 | 86.17 | 87.50 | 89.25 | 87.10 | 88.58 | 87.41 | 88.17 | 86.86 | 88.70 | 87.36 | 87.67 | 86.55 | 87.79 | 87.39 | 87.38 | 88.62 | 88.72 | 87.31 | 89.64 | 87.54 | 88.63 | 87.90 | 87.43 |
| 137 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 86.49 | 87.67 | 87.81 | 89.33 | 88.97 | 87.26 | 88.36 | 89.05 | 89.01 | 89.05 | 88.50 | 88.29 | 87.80 | 90.38 | 87.72 | 89.35 | 87.02 | 88.85 | 87.93 | 89.15 | 89.79 | 89.77 | 88.72 | 88.39 | 87.32 |
| 138 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.72 | 87.52 | 88.43 | 87.66 | 87.26 | 89.66 | 87.00 | 88.38 | 88.30 | 87.69 | 89.71 | 89.66 | 87.67 | 90.30 | 87.41 | 89.39 | 88.65 | 89.29 | 89.42 | 88.44 | 89.34 | 87.88 | 87.90 | 86.44 | 89.78 |
| 139 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.08 | 87.59 | 87.61 | 88.81 | 88.15 | 87.49 | 90.09 | 88.10 | 87.15 | 88.01 | 89.21 | 89.28 | 87.99 | 88.50 | 89.38 | 89.84 | 88.85 | 89.21 | 90.98 | 88.19 | 90.02 | 87.44 | 88.47 | 88.37 | 88.24 |
| 156 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 85.42 | 87.66 | 87.60 | 87.65 | 87.03 | 87.37 | 87.04 | 89.08 | 87.55 | 88.56 | 90.46 | 87.81 | 89.05 | 87.39 | 87.05 | 89.75 | 88.89 | 88.74 | 88.23 | 88.36 | 90.04 | 88.28 | 87.45 | 88.42 | 87.33 |
| 157 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.31 | 88.96 | 88.90 | 88.86 | 87.11 | 88.44 | 87.26 | 87.98 | 89.29 | 89.34 | 87.35 | 88.79 | 87.11 | 88.37 | 88.24 | 89.22 | 88.94 | 86.99 | 89.10 | 90.13 | 89.95 | 87.74 | 87.92 | 88.42 | 89.63 |
| 158 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 87.69 | 89.39 | 87.69 | 87.62 | 86.57 | 87.50 | 89.21 | 87.54 | 89.08 | 88.91 | 89.30 | 89.90 | 87.56 | 88.81 | 88.83 | 87.50 | 87.13 | 89.50 | 89.48 | 89.37 | 89.74 | 87.81 | 87.70 | 88.93 | 88.14 |
| 159 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.08 | 87.18 | 88.20 | 88.67 | 87.15 | 88.09 | 86.87 | 89.25 | 88.51 | 87.49 | 87.92 | 89.13 | 89.39 | 89.43 | 88.07 | 88.91 | 88.29 | 86.84 | 88.57 | 88.99 | 88.38 | 89.49 | 88.15 | 88.79 | 87.65 |
| 176 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.76 | 86.41 | 88.66 | 86.73 | 85.58 | 87.04 | 87.79 | 89.77 | 88.48 | 87.64 | 87.78 | 88.83 | 86.94 | 88.22 | 87.32 | 88.91 | 89.20 | 89.13 | 89.18 | 87.34 | 89.60 | 87.58 | 88.65 | 88.22 | 88.34 |
| 177 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 87.21 | 87.99 | 88.25 | 87.31 | 88.14 | 88.23 | 88.57 | 88.67 | 87.91 | 89.72 | 89.42 | 88.78 | 87.90 | 88.75 | 89.49 | 89.95 | 89.27 | 88.27 | 87.12 | 87.39 | 87.77 | 88.68 | 88.14 | 88.47 | 86.89 |
| 178 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 86.48 | 87.35 | 84.42 | 88.86 | 87.42 | 87.61 | 88.04 | 86.84 | 88.21 | 88.48 | 89.82 | 89.27 | 86.31 | 89.16 | 87.20 | 87.58 | 89.16 | 89.83 | 89.01 | 86.78 | 88.20 | 87.50 | 88.27 | 88.21 | 87.49 |
| 179 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 87.21 | 87.23 | 85.97 | 86.06 | 87.97 | 89.78 | 87.26 | 89.00 | 87.65 | 87.27 | 88.23 | 87.93 | 87.67 | 90.02 | 88.18 | 87.31 | 89.06 | 89.20 | 89.71 | 87.76 | 90.26 | 90.08 | 88.10 | 87.11 | 87.59 |
| 196 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 84.82 | 89.51 | 87.50 | 86.47 | 85.64 | 87.51 | 87.69 | 88.99 | 88.47 | 87.68 | 89.34 | 88.11 | 89.27 | 86.59 | 88.14 | 88.74 | 87.11 | 88.42 | 88.77 | 87.96 | 87.56 | 88.97 | 88.48 | 88.59 | 88.32 |
| 197 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.67 | 88.02 | 87.55 | 87.66 | 88.55 | 88.75 | 88.03 | 89.41 | 89.13 | 88.17 | 88.85 | 89.11 | 89.98 | 89.01 | 87.90 | 90.65 | 88.41 | 88.77 | 89.57 | 88.94 | 89.31 | 89.41 | 88.74 | 87.33 | 87.05 |
| 198 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.89 | 88.16 | 87.83 | 89.06 | 86.41 | 87.72 | 89.13 | 89.64 | 87.59 | 86.58 | 89.24 | 89.79 | 90.87 | 88.83 | 89.26 | 88.17 | 89.05 | 88.87 | 88.37 | 88.89 | 89.36 | 89.38 | 88.20 | 87.99 | 88.45 |
| 199 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.03 | 87.92 | 87.45 | 87.76 | 87.37 | 89.94 | 88.01 | 88.72 | 88.03 | 88.80 | 86.93 | 89.41 | 88.81 | 89.09 | 88.63 | 90.31 | 88.70 | 89.05 | 87.97 | 87.74 | 87.96 | 88.12 | 88.84 | 88.48 | 90.22 |
| 216 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.08 | 86.94 | 86.53 | 87.72 | 87.43 | 87.44 | 87.00 | 88.24 | 87.97 | 87.57 | 88.60 | 89.09 | 42.66 | 88.23 | 88.07 | 86.31 | 85.01 | 87.57 | 86.94 | 87.14 | 88.03 | 87.35 | 87.86 | 88.84 | 86.82 |
| 217 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.29 | 88.66 | 87.88 | 88.71 | 90.08 | 87.23 | 89.79 | 89.21 | 90.62 | 88.67 | 90.04 | 87.62 | 89.28 | 87.34 | 89.12 | 88.19 | 88.26 | 89.18 | 88.79 | 87.91 | 89.60 | 89.78 | 89.03 | 89.48 | 87.76 |
| 218 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.36 | 87.97 | 87.11 | 87.37 | 89.39 | 88.62 | 89.06 | 88.78 | 89.87 | 88.89 | 88.72 | 89.91 | 88.27 | 90.66 | 88.92 | 89.36 | 88.30 | 90.29 | 88.49 | 89.04 | 89.78 | 89.52 | 88.69 | 87.15 | 87.60 |
| 219 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.73 | 89.10 | 88.08 | 87.92 | 87.84 | 89.11 | 85.90 | 89.75 | 86.75 | 90.38 | 88.79 | 89.20 | 89.55 | 89.35 | 89.56 | 89.95 | 89.27 | 88.10 | 88.59 | 88.16 | 88.94 | 87.89 | 89.52 | 91.15 | 89.81 |
| 236 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.95 | 87.28 | 86.01 | 87.97 | 88.58 | 88.06 | 88.57 | 88.40 | 88.00 | 89.65 | 88.27 | 89.23 | 87.59 | 89.07 | 90.58 | 86.64 | 87.29 | 88.29 | 88.24 | 88.55 | 88.67 | 90.49 | 88.84 | 87.84 | 87.46 |
| 237 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.28 | 87.87 | 87.84 | 86.88 | 88.05 | 88.59 | 88.98 | 88.28 | 87.35 | 88.73 | 89.49 | 89.47 | 86.76 | 89.71 | 87.73 | 89.54 | 88.45 | 88.40 | 89.13 | 89.50 | 89.01 | 88.16 | 87.88 | 88.53 | 88.88 |
| 238 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.57 | 87.75 | 87.05 | 88.13 | 87.56 | 86.60 | 86.10 | 87.81 | 88.31 | 88.06 | 89.01 | 89.49 | 86.49 | 90.00 | 88.06 | 87.58 | 89.82 | 89.46 | 88.59 | 86.60 | 89.02 | 88.63 | 88.29 | 88.69 | 87.83 |
| 239 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.21 | 88.07 | 87.36 | 87.53 | 88.80 | 89.93 | 87.24 | 88.59 | 87.87 | 88.74 | 88.45 | 89.95 | 89.04 | 88.98 | 90.24 | 87.82 | 89.02 | 89.37 | 89.00 | 87.24 | 87.78 | 86.61 | 88.21 | 89.51 | 89.26 |
| 256 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 85.47 | 87.90 | 87.49 | 86.68 | 88.82 | 88.90 | 86.72 | 89.09 | 88.10 | 89.52 | 89.66 | 87.89 | 87.54 | 88.32 | 88.67 | 89.23 | 88.59 | 88.79 | 87.90 | 89.40 | 88.50 | 87.47 | 87.11 | 88.24 | 88.41 |
| 257 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.55 | 90.15 | 89.00 | 88.67 | 89.56 | 87.74 | 86.86 | 89.49 | 89.40 | 88.64 | 89.23 | 86.87 | 88.90 | 87.80 | 89.18 | 89.01 | 89.42 | 89.77 | 89.25 | 87.73 | 88.70 | 88.12 | 89.46 | 88.51 | 87.69 |
| 258 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.19 | 87.27 | 88.71 | 87.93 | 89.20 | 88.59 | 89.13 | 88.12 | 88.43 | 88.60 | 88.46 | 88.48 | 88.41 | 88.68 | 88.85 | 90.31 | 89.86 | 89.32 | 89.42 | 87.39 | 88.40 | 87.78 | 88.41 | 89.00 | 89.09 |
| 259 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.78 | 89.60 | 88.68 | 87.78 | 87.03 | 88.88 | 89.46 | 87.43 | 88.78 | 88.04 | 87.93 | 89.14 | 88.54 | 88.32 | 88.97 | 88.97 | 87.65 | 88.10 | 88.62 | 87.81 | 89.28 | 87.68 | 90.00 | 88.01 | 88.67 |
| 276 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 87.73 | 87.24 | 87.13 | 88.01 | 85.88 | 88.77 | 88.66 | 89.55 | 89.87 | 87.51 | 88.42 | 88.86 | 87.52 | 89.11 | 89.80 | 88.12 | 89.60 | 85.51 | 88.40 | 87.91 | 88.47 | 88.33 | 88.00 | 88.76 | 88.20 |
| 277 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 88.91 | 88.58 | 88.21 | 88.77 | 87.90 | 88.35 | 89.66 | 88.81 | 87.02 | 87.24 | 88.97 | 89.74 | 88.99 | 89.74 | 90.59 | 88.16 | 90.18 | 88.38 | 88.10 | 88.46 | 88.42 | 88.79 | 88.66 | 88.80 | 87.54 |
| 278 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.46 | 88.04 | 88.47 | 87.65 | 90.12 | 89.76 | 88.72 | 88.68 | 88.41 | 88.01 | 89.43 | 87.76 | 87.92 | 88.71 | 89.64 | 89.25 | 90.27 | 89.42 | 89.97 | 88.80 | 88.90 | 88.46 | 87.67 | 88.11 | 87.89 |
| 279 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 85.96 | 89.45 | 88.39 | 88.59 | 88.96 | 87.85 | 89.06 | 87.04 | 88.51 | 88.28 | 88.66 | 88.91 | 88.79 | 89.12 | 88.84 | 89.17 | 88.99 | 88.83 | 88.05 | 89.90 | 88.84 | 87.49 | 87.91 | 89.65 | 89.25 |
| 296 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 86.81 | 87.18 | 88.48 | 89.29 | 87.97 | 88.36 | 86.60 | 89.22 | 89.29 | 87.09 | 88.79 | 87.51 | 87.11 | 89.09 | 88.48 | 87.82 | 89.12 | 88.17 | 88.62 | 88.17 | 88.32 | 87.59 | 87.70 | 88.74 | 88.76 |
| 297 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 87.33 | 88.72 | 87.66 | 88.06 | 88.55 | 88.44 | 90.21 | 89.02 | 88.50 | 87.26 | 90.06 | 89.20 | 89.43 | 89.16 | 87.21 | 88.83 | 88.96 | 88.89 | 87.92 | 88.93 | 89.48 | 88.08 | 90.11 | 89.34 | 88.81 |
| 298 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.04 | 88.55 | 88.91 | 90.32 | 88.17 | 88.73 | 88.10 | 88.44 | 88.09 | 89.97 | 90.22 | 90.04 | 90.47 | 89.25 | 89.33 | 89.74 | 90.48 | 89.13 | 89.50 | 88.99 | 88.21 | 88.12 | 88.48 | 87.54 | 88.91 |
| 299 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.21 | 88.76 | 88.16 | 88.94 | 87.92 | 88.17 | 87.11 | 89.67 | 90.25 | 87.99 | 89.57 | 88.76 | 90.35 | 88.02 | 88.14 | 87.89 | 90.17 | 87.49 | 87.07 | 86.91 | 88.35 | 89.74 | 89.03 | 89.11 | 88.54 |
| 316 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 87.09 | 89.53 | 86.94 | 89.21 | 86.68 | 88.55 | 87.03 | 87.40 | 87.45 | 89.30 | 88.49 | 88.57 | 89.64 | 86.85 | 88.69 | 89.16 | 88.64 | 89.25 | 88.20 | 87.20 | 88.03 | 87.60 | 89.13 | 89.40 | 88.26 |
| 317 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 88.00 | 88.30 | 88.15 | 90.39 | 88.31 | 88.51 | 87.93 | 87.91 | 88.32 | 89.22 | 90.69 | 89.73 | 87.52 | 87.79 | 88.97 | 88.01 | 90.01 | 89.94 | 88.52 | 87.08 | 88.57 | 88.93 | 86.93 | 89.70 | 87.78 |
| 318 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 87.83 | 87.69 | 88.25 | 88.02 | 88.97 | 88.98 | 89.89 | 89.88 | 87.82 | 89.35 | 87.49 | 89.96 | 89.57 | 87.28 | 88.00 | 89.78 | 87.41 | 87.59 | 88.96 | 86.94 | 89.08 | 89.93 | 86.13 | 89.46 | 89.37 |
| 319 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 87.96 | 89.56 | 88.33 | 86.70 | 89.29 | 89.48 | 89.58 | 88.71 | 88.09 | 88.83 | 88.44 | 90.28 | 89.17 | 88.07 | 87.04 | 87.93 | 88.86 | 88.80 | 88.70 | 88.69 | 88.34 | 87.91 | 88.84 | 89.48 | 88.27 |
| 336 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.84 | 89.13 | 88.95 | 88.43 | 87.53 | 86.89 | 88.64 | 88.69 | 87.96 | 88.80 | 88.72 | 89.10 | 88.97 | 90.23 | 88.76 | 88.41 | 88.97 | 90.89 | 88.95 | 89.48 | 89.19 | 89.19 | 89.26 | 88.97 | 87.65 |
| 337 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 87.51 | 89.76 | 87.68 | 88.65 | 88.72 | 88.82 | 87.51 | 89.03 | 88.12 | 88.59 | 87.93 | 89.12 | 89.74 | 89.37 | 89.17 | 87.51 | 88.41 | 88.17 | 88.13 | 88.86 | 90.34 | 88.08 | 86.93 | 88.93 | 87.97 |
| 338 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 86.56 | 89.43 | 87.25 | 88.30 | 86.64 | 87.96 | 87.28 | 87.77 | 87.47 | 88.34 | 87.57 | 90.32 | 87.22 | 87.94 | 88.57 | 88.28 | 88.62 | 88.42 | 89.13 | 87.85 | 89.30 | 89.25 | 87.94 | 87.80 | 89.31 |
| 339 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.31 | 89.30 | 87.80 | 88.28 | 87.11 | 88.65 | 87.26 | 89.67 | 88.34 | 88.39 | 89.90 | 87.50 | 90.30 | 87.39 | 89.18 | 88.36 | 88.01 | 87.51 | 88.78 | 88.05 | 88.94 | 89.62 | 88.69 | 87.87 | 89.70 |
| 356 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 86.35 | 86.51 | 88.20 | 87.35 | 88.55 | 88.28 | 87.52 | 88.42 | 87.28 | 89.76 | 88.70 | 88.80 | 87.64 | 88.78 | 81.44 | 86.01 | 87.43 | 89.12 | 87.34 | 87.29 | 88.26 | 86.52 | 87.71 | 78.84 | 88.50 |
| 357 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 86.02 | 88.43 | 86.81 | 89.14 | 86.44 | 88.62 | 88.02 | 88.05 | 89.53 | 87.71 | 88.79 | 89.12 | 90.13 | 87.78 | 88.51 | 88.64 | 87.79 | 87.66 | 89.04 | 86.35 | 88.10 | 87.50 | 88.93 | 89.06 | 90.10 |
| 358 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.44 | 87.43 | 88.87 | 87.86 | 87.75 | 87.81 | 88.25 | 87.54 | 87.90 | 87.48 | 88.67 | 89.63 | 87.36 | 89.57 | 89.20 | 88.61 | 89.51 | 88.21 | 89.81 | 88.50 | 89.38 | 88.26 | 88.35 | 88.01 | 89.16 |
| 359 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 86.42 | 87.59 | 88.77 | 88.36 | 87.12 | 86.89 | 88.20 | 87.40 | 88.82 | 88.10 | 89.89 | 86.97 | 89.65 | 89.05 | 87.84 | 88.31 | 88.54 | 87.26 | 90.03 | 88.38 | 87.35 | 87.30 | 88.71 | 88.20 | 88.41 |
| 376 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.15 | 88.23 | 89.60 | 89.33 | 89.69 | 89.46 | 90.04 | 91.18 | 90.27 | 89.22 | 90.70 | 89.95 | 90.40 | 89.82 | 89.79 | 90.08 | 89.26 | 89.35 | 90.14 | 90.13 | 89.71 | 90.46 | 90.87 | 89.83 | 88.23 |
| 377 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.93 | 91.14 | 88.00 | 89.37 | 90.55 | 89.44 | 88.91 | 90.43 | 89.62 | 89.93 | 90.88 | 90.65 | 88.63 | 88.78 | 89.22 | 89.44 | 90.59 | 90.30 | 90.41 | 90.81 | 90.49 | 90.22 | 88.95 | 89.04 | 88.29 |
| 378 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.12 | 90.51 | 88.91 | 90.08 | 92.07 | 89.56 | 90.24 | 89.93 | 87.78 | 89.51 | 91.31 | 89.32 | 90.81 | 89.52 | 88.42 | 90.10 | 89.93 | 90.47 | 89.79 | 89.37 | 89.89 | 88.36 | 90.87 | 88.51 | 89.61 |
| 379 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.22 | 89.84 | 90.69 | 90.72 | 90.47 | 91.43 | 90.88 | 88.90 | 88.78 | 88.50 | 90.81 | 89.96 | 90.70 | 88.83 | 89.35 | 90.18 | 89.90 | 89.84 | 90.29 | 89.83 | 90.62 | 89.59 | 89.34 | 87.91 | 89.09 |
| 396 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.43 | 89.34 | 89.68 | 90.42 | 89.78 | 90.09 | 90.90 | 88.91 | 90.15 | 89.62 | 89.42 | 90.23 | 90.72 | 89.55 | 87.75 | 90.16 | 90.01 | 90.29 | 90.29 | 90.20 | 91.42 | 87.84 | 89.32 | 90.33 | 91.35 |
| 397 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.45 | 90.64 | 89.70 | 88.97 | 88.97 | 90.27 | 90.18 | 89.40 | 89.39 | 89.82 | 91.06 | 89.60 | 89.75 | 90.25 | 89.99 | 91.17 | 90.14 | 88.78 | 90.87 | 90.15 | 89.02 | 88.91 | 90.46 | 89.42 | 89.76 |
| 398 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.18 | 90.68 | 87.89 | 90.38 | 89.97 | 91.06 | 90.52 | 89.50 | 89.26 | 88.57 | 90.14 | 90.67 | 90.71 | 90.26 | 90.09 | 90.17 | 88.85 | 90.46 | 90.94 | 90.34 | 90.69 | 90.24 | 89.18 | 90.58 | 90.35 |
| 399 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.63 | 90.50 | 88.56 | 89.15 | 89.20 | 89.93 | 90.25 | 89.72 | 89.61 | 90.20 | 89.85 | 89.94 | 91.05 | 90.04 | 89.22 | 89.96 | 89.87 | 90.49 | 90.20 | 89.46 | 90.44 | 88.85 | 91.18 | 89.02 | 89.05 |
| 416 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.73 | 89.82 | 90.14 | 90.06 | 88.85 | 89.69 | 89.63 | 89.44 | 90.58 | 88.36 | 90.59 | 90.62 | 90.51 | 90.88 | 88.66 | 89.29 | 90.05 | 89.62 | 90.63 | 89.42 | 90.80 | 89.85 | 87.79 | 89.77 | 89.83 |
| 417 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.18 | 88.97 | 88.31 | 90.44 | 89.06 | 90.64 | 90.20 | 88.57 | 89.14 | 89.17 | 90.80 | 89.14 | 91.84 | 88.27 | 89.65 | 90.20 | 89.46 | 89.27 | 89.94 | 89.20 | 89.71 | 89.43 | 90.10 | 89.87 | 89.87 |
| 418 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.61 | 89.61 | 89.20 | 91.19 | 89.71 | 88.74 | 89.15 | 89.06 | 89.93 | 88.93 | 90.55 | 89.71 | 89.17 | 90.62 | 90.27 | 90.41 | 89.36 | 89.96 | 89.82 | 89.36 | 90.94 | 90.40 | 91.14 | 90.47 | 89.60 |
| 419 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.89 | 89.40 | 90.30 | 89.39 | 88.84 | 91.49 | 90.32 | 89.66 | 89.19 | 89.01 | 89.80 | 91.29 | 89.85 | 89.55 | 88.33 | 89.53 | 90.20 | 90.32 | 91.34 | 90.91 | 91.17 | 90.57 | 88.89 | 89.68 | 89.65 |
| 436 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.10 | 90.71 | 89.70 | 87.39 | 88.32 | 89.95 | 88.93 | 89.20 | 89.17 | 88.35 | 91.36 | 91.29 | 90.11 | 89.20 | 89.18 | 90.12 | 89.15 | 90.38 | 90.81 | 91.09 | 88.58 | 89.77 | 88.95 | 89.98 | 88.69 |
| 437 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.16 | 89.35 | 88.39 | 88.42 | 88.90 | 90.35 | 89.95 | 90.37 | 88.97 | 88.43 | 90.28 | 90.32 | 90.58 | 88.92 | 91.00 | 88.73 | 90.24 | 89.32 | 90.34 | 89.88 | 89.99 | 89.97 | 90.19 | 89.31 | 87.74 |
| 438 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.96 | 90.54 | 88.74 | 90.12 | 90.76 | 90.14 | 90.29 | 89.78 | 89.01 | 90.34 | 90.91 | 91.52 | 89.40 | 91.16 | 89.55 | 90.18 | 89.40 | 90.51 | 89.20 | 87.77 | 90.47 | 90.16 | 89.87 | 90.87 | 88.27 |
| 439 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 87.90 | 89.90 | 89.59 | 90.18 | 89.16 | 90.18 | 89.05 | 89.77 | 89.62 | 89.80 | 90.43 | 90.53 | 89.23 | 90.00 | 90.26 | 90.47 | 90.66 | 89.28 | 90.08 | 89.56 | 89.99 | 89.09 | 88.71 | 89.43 | 89.51 |
| 456 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.43 | 90.18 | 89.24 | 90.74 | 90.26 | 90.22 | 89.82 | 88.95 | 89.25 | 89.26 | 91.40 | 90.56 | 90.71 | 89.64 | 89.11 | 90.27 | 88.03 | 89.54 | 91.02 | 89.73 | 90.13 | 88.96 | 88.49 | 89.31 | 89.42 |
| 457 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.22 | 88.52 | 88.58 | 89.07 | 90.29 | 89.83 | 90.93 | 89.59 | 90.00 | 88.22 | 89.20 | 91.08 | 89.95 | 89.16 | 88.72 | 89.02 | 88.91 | 90.28 | 89.55 | 89.97 | 89.62 | 89.07 | 91.05 | 88.07 | 88.27 |
| 458 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.20 | 89.70 | 89.29 | 90.28 | 88.72 | 89.46 | 89.56 | 90.36 | 90.06 | 89.57 | 90.22 | 90.30 | 90.40 | 89.00 | 89.36 | 90.71 | 90.76 | 89.33 | 90.63 | 89.78 | 89.92 | 89.16 | 89.31 | 89.37 | 90.13 |
| 459 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.16 | 89.72 | 90.98 | 90.71 | 88.80 | 90.41 | 90.62 | 90.11 | 88.38 | 88.94 | 91.38 | 89.66 | 91.62 | 88.88 | 90.69 | 90.29 | 89.30 | 89.23 | 90.33 | 89.00 | 90.86 | 89.51 | 90.25 | 90.68 | 90.75 |
| 476 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.00 | 89.30 | 90.67 | 89.35 | 90.27 | 90.25 | 88.38 | 90.67 | 89.38 | 89.20 | 88.93 | 90.46 | 90.14 | 89.22 | 89.31 | 89.36 | 89.73 | 89.43 | 89.55 | 90.01 | 90.14 | 89.27 | 89.80 | 90.52 | 89.98 |
| 477 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.37 | 90.85 | 89.03 | 90.84 | 88.91 | 90.67 | 89.93 | 90.09 | 90.22 | 89.63 | 90.28 | 90.29 | 88.73 | 90.11 | 89.33 | 89.35 | 88.74 | 89.82 | 89.95 | 89.57 | 89.26 | 90.29 | 89.55 | 89.46 | 89.65 |
| 478 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.68 | 89.14 | 89.95 | 88.47 | 89.32 | 89.82 | 89.91 | 90.21 | 90.60 | 89.53 | 90.73 | 90.14 | 89.19 | 87.54 | 91.81 | 90.65 | 88.32 | 89.74 | 89.50 | 90.47 | 89.46 | 90.86 | 90.51 | 90.30 | 89.06 |
| 479 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.34 | 88.82 | 89.10 | 89.99 | 89.38 | 90.15 | 89.63 | 89.61 | 89.73 | 90.33 | 89.42 | 90.45 | 89.32 | 89.79 | 89.48 | 89.32 | 89.99 | 89.14 | 89.90 | 89.23 | 90.64 | 87.94 | 88.60 | 89.89 | 89.26 |
| 496 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 89.10 | 90.25 | 89.69 | 90.36 | 88.69 | 89.28 | 88.04 | 90.39 | 89.04 | 89.05 | 89.22 | 89.83 | 90.41 | 88.51 | 89.03 | 89.52 | 90.04 | 89.61 | 89.96 | 89.49 | 90.78 | 89.74 | 88.77 | 88.06 | 88.04 |
| 497 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.08 | 90.19 | 88.74 | 90.39 | 89.42 | 88.87 | 88.31 | 91.22 | 89.80 | 90.37 | 90.20 | 90.89 | 89.31 | 90.35 | 89.76 | 90.72 | 89.25 | 89.44 | 89.46 | 89.71 | 90.25 | 90.05 | 88.41 | 89.34 | 89.25 |
| 498 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.89 | 88.76 | 87.76 | 90.37 | 89.53 | 88.83 | 89.07 | 88.54 | 89.43 | 88.93 | 90.34 | 90.07 | 89.76 | 89.54 | 89.87 | 88.72 | 89.27 | 89.37 | 89.90 | 89.53 | 88.19 | 90.32 | 88.24 | 90.53 | 89.56 |
| 499 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.54 | 90.21 | 88.68 | 89.93 | 90.38 | 89.83 | 87.86 | 89.71 | 88.07 | 88.50 | 90.56 | 88.66 | 90.07 | 90.38 | 91.32 | 88.82 | 88.79 | 89.03 | 88.43 | 87.95 | 88.87 | 89.28 | 89.79 | 90.26 | 88.80 |
| 516 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 87.65 | 90.40 | 89.71 | 86.83 | 89.36 | 90.97 | 88.05 | 88.68 | 89.72 | 88.67 | 90.41 | 89.24 | 90.34 | 89.56 | 90.95 | 90.75 | 87.18 | 90.06 | 90.56 | 88.44 | 89.88 | 88.70 | 89.98 | 89.53 | 87.61 |
| 517 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.55 | 89.37 | 89.28 | 89.52 | 88.73 | 89.52 | 89.42 | 90.20 | 89.87 | 88.43 | 89.55 | 90.48 | 89.42 | 89.03 | 89.74 | 89.37 | 88.51 | 88.74 | 90.66 | 89.93 | 89.39 | 89.76 | 87.92 | 89.77 | 88.01 |
| 518 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 88.53 | 90.25 | 86.72 | 88.49 | 89.67 | 90.31 | 87.40 | 88.96 | 87.80 | 88.71 | 88.84 | 90.59 | 88.49 | 90.05 | 90.56 | 91.33 | 89.36 | 89.11 | 89.81 | 88.81 | 90.86 | 89.23 | 89.77 | 88.98 | 89.64 |
| 519 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 88.30 | 89.62 | 90.56 | 89.45 | 88.74 | 90.11 | 89.55 | 90.03 | 89.00 | 89.13 | 90.20 | 91.51 | 90.76 | 89.96 | 87.60 | 89.76 | 88.12 | 87.82 | 90.21 | 90.01 | 89.38 | 88.50 | 88.04 | 90.55 | 88.97 |
| 536 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 88.15 | 90.01 | 88.22 | 91.05 | 89.93 | 89.86 | 89.12 | 88.97 | 89.93 | 89.81 | 91.29 | 89.69 | 90.03 | 90.78 | 89.85 | 90.51 | 89.26 | 89.36 | 90.32 | 88.79 | 88.84 | 88.31 | 88.59 | 89.29 | 88.96 |
| 537 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.04 | 89.61 | 89.72 | 90.05 | 89.41 | 90.88 | 90.18 | 89.86 | 89.93 | 89.45 | 91.01 | 89.66 | 89.29 | 89.47 | 89.88 | 89.79 | 90.08 | 89.04 | 89.23 | 90.09 | 87.85 | 89.32 | 88.79 | 90.29 | 89.35 |
| 538 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.23 | 90.18 | 88.56 | 88.56 | 88.66 | 90.11 | 88.44 | 90.67 | 89.87 | 89.83 | 88.59 | 88.18 | 88.87 | 88.90 | 89.79 | 89.98 | 89.94 | 89.71 | 89.73 | 89.28 | 88.86 | 90.99 | 88.69 | 90.71 | 89.23 |
| 539 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 84.95 | 89.77 | 89.12 | 87.45 | 89.33 | 89.66 | 87.80 | 91.21 | 89.74 | 89.39 | 90.65 | 89.88 | 91.14 | 89.27 | 87.78 | 90.01 | 89.12 | 88.73 | 88.60 | 89.07 | 91.72 | 87.92 | 89.52 | 89.32 | 89.70 |
| 556 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.01 | 90.31 | 88.43 | 89.38 | 89.31 | 91.60 | 90.89 | 89.11 | 88.88 | 91.04 | 89.69 | 89.04 | 90.70 | 88.71 | 89.27 | 90.42 | 89.88 | 90.28 | 89.14 | 89.55 | 90.64 | 90.16 | 89.29 | 90.50 | 90.07 |
| 557 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.41 | 89.28 | 89.66 | 89.80 | 89.73 | 90.01 | 88.53 | 89.54 | 89.99 | 89.56 | 90.96 | 90.51 | 90.28 | 89.91 | 89.57 | 89.14 | 88.90 | 90.28 | 91.32 | 89.77 | 90.72 | 90.41 | 89.24 | 89.94 | 90.39 |
| 558 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.31 | 89.54 | 89.46 | 90.68 | 90.59 | 90.75 | 90.12 | 89.24 | 90.65 | 88.14 | 90.60 | 90.92 | 89.95 | 89.72 | 90.99 | 90.18 | 89.91 | 89.39 | 90.97 | 90.53 | 90.60 | 88.26 | 89.90 | 88.99 | 88.30 |
| 559 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.96 | 90.77 | 90.23 | 90.32 | 88.92 | 90.59 | 89.82 | 88.99 | 91.56 | 89.13 | 90.11 | 90.81 | 90.73 | 90.14 | 88.58 | 90.18 | 89.11 | 90.35 | 90.57 | 89.58 | 89.90 | 88.90 | 89.52 | 89.22 | 89.59 |
| 576 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.87 | 91.21 | 88.90 | 89.58 | 90.71 | 90.18 | 91.33 | 89.68 | 89.20 | 90.33 | 89.41 | 89.56 | 89.38 | 90.05 | 89.20 | 89.34 | 91.42 | 90.64 | 89.74 | 89.10 | 88.96 | 87.81 | 89.14 | 89.69 | 89.03 |
| 577 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.60 | 89.12 | 89.45 | 88.94 | 90.84 | 89.84 | 90.08 | 90.43 | 89.00 | 89.87 | 90.20 | 90.35 | 90.58 | 91.36 | 89.10 | 91.00 | 89.69 | 89.84 | 90.72 | 89.34 | 89.38 | 89.63 | 90.61 | 88.41 | 90.34 |
| 578 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.95 | 88.88 | 89.88 | 89.84 | 89.99 | 90.59 | 89.33 | 90.72 | 90.40 | 88.36 | 90.80 | 90.52 | 89.79 | 90.81 | 89.11 | 91.56 | 88.86 | 90.57 | 90.98 | 89.07 | 91.09 | 88.54 | 89.76 | 89.10 | 91.35 |
| 579 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.41 | 90.13 | 91.36 | 89.03 | 89.38 | 90.20 | 90.01 | 89.66 | 90.17 | 90.16 | 90.08 | 89.17 | 89.84 | 87.51 | 88.29 | 89.91 | 90.95 | 91.34 | 89.37 | 91.52 | 89.53 | 89.89 | 89.99 | 91.35 | 90.29 |
| 596 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.54 | 88.49 | 89.64 | 90.05 | 88.34 | 89.85 | 89.72 | 89.79 | 90.22 | 88.90 | 89.88 | 90.42 | 89.29 | 88.88 | 90.43 | 89.18 | 90.13 | 91.03 | 90.48 | 90.16 | 91.78 | 89.59 | 89.77 | 89.83 | 89.47 |
| 597 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 87.74 | 89.89 | 89.45 | 88.49 | 88.64 | 89.63 | 89.97 | 90.03 | 89.51 | 89.14 | 89.33 | 89.24 | 89.06 | 90.23 | 89.61 | 91.49 | 89.62 | 89.52 | 89.33 | 90.28 | 92.08 | 89.04 | 90.18 | 90.05 | 89.90 |
| 598 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.84 | 89.20 | 89.34 | 89.35 | 89.53 | 90.49 | 89.74 | 89.93 | 90.60 | 90.29 | 90.92 | 91.60 | 89.43 | 89.63 | 89.80 | 89.58 | 88.64 | 90.42 | 90.80 | 90.53 | 89.99 | 88.70 | 89.33 | 89.87 | 88.75 |
| 599 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.30 | 90.56 | 89.13 | 89.71 | 90.15 | 90.53 | 89.77 | 90.03 | 89.53 | 89.12 | 91.33 | 90.99 | 90.15 | 90.22 | 89.40 | 89.60 | 89.76 | 90.61 | 90.34 | 90.72 | 90.13 | 89.33 | 90.30 | 90.25 | 90.32 |
| 616 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 88.50 | 90.28 | 88.06 | 89.18 | 90.70 | 90.30 | 89.51 | 89.87 | 89.09 | 89.29 | 90.43 | 89.90 | 91.32 | 89.13 | 88.80 | 89.95 | 90.00 | 89.94 | 89.85 | 88.86 | 90.14 | 89.61 | 88.83 | 89.00 | 89.86 |
| 617 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.60 | 89.80 | 87.54 | 89.61 | 88.93 | 90.10 | 90.01 | 89.71 | 88.06 | 89.84 | 90.38 | 91.17 | 90.11 | 91.21 | 90.04 | 89.05 | 87.90 | 90.32 | 89.18 | 88.62 | 89.54 | 89.71 | 88.36 | 87.95 | 88.55 |
| 618 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.17 | 91.00 | 90.45 | 89.74 | 88.22 | 89.91 | 90.09 | 89.92 | 90.16 | 89.67 | 90.82 | 91.91 | 90.22 | 89.36 | 89.97 | 90.64 | 89.36 | 89.47 | 90.72 | 89.24 | 88.77 | 89.66 | 89.04 | 89.04 | 88.02 |
| 619 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.58 | 89.75 | 89.99 | 89.98 | 89.69 | 90.35 | 88.07 | 90.53 | 90.16 | 91.20 | 90.63 | 90.52 | 91.14 | 89.26 | 89.53 | 89.76 | 89.48 | 90.73 | 90.47 | 89.61 | 89.23 | 90.65 | 88.32 | 87.96 | 88.31 |
| 636 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.36 | 90.32 | 88.73 | 90.15 | 89.90 | 90.16 | 89.86 | 89.17 | 90.80 | 89.22 | 90.89 | 89.75 | 90.11 | 89.85 | 89.24 | 89.72 | 88.79 | 89.52 | 89.37 | 89.19 | 89.80 | 89.50 | 90.51 | 90.26 | 87.85 |
| 637 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.10 | 88.98 | 89.03 | 89.16 | 89.56 | 90.16 | 89.25 | 90.38 | 89.07 | 90.29 | 89.53 | 90.62 | 89.35 | 88.83 | 89.51 | 90.61 | 88.68 | 90.27 | 89.03 | 90.54 | 90.43 | 90.97 | 89.86 | 90.82 | 90.29 |
| 638 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.65 | 89.59 | 89.10 | 90.39 | 89.68 | 90.25 | 89.50 | 90.12 | 89.90 | 88.81 | 90.24 | 90.01 | 90.63 | 90.14 | 89.53 | 90.07 | 89.51 | 89.98 | 89.55 | 89.64 | 88.37 | 89.91 | 89.61 | 88.10 | 89.93 |
| 639 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.83 | 90.92 | 88.90 | 89.49 | 88.13 | 90.63 | 90.29 | 89.81 | 89.44 | 89.81 | 90.26 | 90.61 | 90.25 | 88.01 | 88.49 | 90.20 | 89.79 | 90.71 | 89.58 | 90.46 | 89.60 | 89.53 | 90.58 | 89.20 | 88.32 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.42 | 90.95 | 88.83 | 89.92 | 89.15 | 90.28 | 89.90 | 90.47 | 90.11 | 90.03 | 91.03 | 89.58 | 89.93 | 89.09 | 88.03 | 88.43 | 89.65 | 89.74 | 88.82 | 90.64 | 90.80 | 87.58 | 89.56 | 90.03 | 90.06 |
| 657 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.48 | 90.50 | 90.28 | 90.36 | 88.41 | 89.02 | 88.69 | 90.26 | 88.78 | 89.16 | 90.11 | 89.28 | 89.55 | 87.80 | 89.80 | 90.18 | 90.42 | 89.22 | 89.93 | 90.33 | 91.25 | 88.72 | 88.95 | 90.16 | 89.86 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.81 | 91.44 | 89.74 | 89.21 | 89.00 | 89.06 | 89.64 | 90.57 | 89.43 | 89.14 | 90.94 | 89.70 | 90.38 | 90.08 | 90.46 | 90.59 | 90.21 | 90.90 | 89.45 | 91.84 | 88.40 | 90.30 | 90.35 | 87.74 | 91.18 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.70 | 90.25 | 88.90 | 89.63 | 88.98 | 91.45 | 87.97 | 87.92 | 88.93 | 89.38 | 91.98 | 89.60 | 90.41 | 89.25 | 90.62 | 90.14 | 88.71 | 89.88 | 90.45 | 90.98 | 91.52 | 89.60 | 89.93 | 91.65 | 88.80 |
| 676 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.06 | 89.91 | 90.02 | 89.52 | 88.55 | 90.29 | 90.66 | 89.86 | 90.44 | 89.12 | 90.14 | 89.67 | 89.57 | 89.84 | 88.56 | 90.07 | 89.61 | 89.41 | 90.59 | 90.42 | 91.38 | 89.39 | 88.61 | 90.48 | 90.02 |
| 677 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.22 | 89.48 | 89.28 | 91.14 | 90.42 | 91.70 | 89.60 | 90.16 | 89.98 | 89.79 | 89.54 | 90.81 | 91.27 | 90.45 | 88.31 | 90.37 | 90.82 | 89.05 | 89.76 | 91.04 | 88.56 | 88.38 | 87.39 | 87.98 | 88.47 |
| 678 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 88.52 | 89.13 | 87.04 | 89.41 | 90.15 | 89.61 | 90.00 | 88.25 | 90.56 | 89.77 | 89.37 | 89.27 | 88.88 | 90.07 | 89.05 | 90.87 | 89.94 | 90.31 | 90.20 | 89.39 | 91.06 | 88.60 | 87.94 | 88.93 | 90.45 |
| 679 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.30 | 89.80 | 88.60 | 90.59 | 90.88 | 91.12 | 89.73 | 89.47 | 89.30 | 89.14 | 89.23 | 90.66 | 89.34 | 88.72 | 89.66 | 90.10 | 89.02 | 88.92 | 90.82 | 89.56 | 90.19 | 90.60 | 88.46 | 90.47 | 89.66 |
| 696 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 89.72 | 90.46 | 89.49 | 89.08 | 89.49 | 89.86 | 88.45 | 90.47 | 89.19 | 89.23 | 89.57 | 88.29 | 91.32 | 89.82 | 89.94 | 89.59 | 89.03 | 90.22 | 89.59 | 88.02 | 90.22 | 89.07 | 88.68 | 89.52 | 89.16 |
| 697 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.47 | 89.73 | 91.19 | 90.29 | 90.42 | 90.45 | 88.69 | 89.93 | 90.16 | 89.79 | 89.83 | 89.59 | 89.32 | 89.12 | 88.76 | 89.08 | 89.06 | 88.93 | 89.83 | 89.47 | 91.23 | 89.57 | 90.21 | 88.82 | 89.28 |
| 698 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.40 | 90.62 | 88.56 | 90.51 | 88.91 | 89.81 | 87.91 | 89.08 | 89.28 | 90.20 | 89.69 | 90.04 | 89.90 | 90.49 | 90.42 | 89.72 | 89.62 | 88.88 | 90.05 | 89.05 | 88.13 | 89.79 | 89.56 | 87.40 | 89.55 |
| 699 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.14 | 89.92 | 88.63 | 88.89 | 89.78 | 90.41 | 89.58 | 89.66 | 89.98 | 90.18 | 90.06 | 89.99 | 88.22 | 89.21 | 89.91 | 88.91 | 89.09 | 89.34 | 88.91 | 88.50 | 90.40 | 87.00 | 90.81 | 87.96 | 89.18 |
| 716 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 88.49 | 89.67 | 88.08 | 89.06 | 88.45 | 87.62 | 89.30 | 88.49 | 90.01 | 88.53 | 90.05 | 89.71 | 89.25 | 89.74 | 89.20 | 89.18 | 89.19 | 88.40 | 88.76 | 88.80 | 89.32 | 88.75 | 88.30 | 89.69 | 88.65 |
| 717 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 89.63 | 89.56 | 89.93 | 88.85 | 88.97 | 90.58 | 86.44 | 89.36 | 90.04 | 90.79 | 90.95 | 89.88 | 87.81 | 87.80 | 90.14 | 90.74 | 88.92 | 89.06 | 89.36 | 87.76 | 87.37 | 89.09 | 89.27 | 89.72 | 88.38 |
| 718 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 89.99 | 90.20 | 89.54 | 89.57 | 91.32 | 89.77 | 88.13 | 89.88 | 89.64 | 88.75 | 89.45 | 89.22 | 89.68 | 88.08 | 88.94 | 89.02 | 89.98 | 89.36 | 89.12 | 88.80 | 91.35 | 88.83 | 89.47 | 89.72 | 89.07 |
| 719 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 89.74 | 89.64 | 89.76 | 88.44 | 88.99 | 89.96 | 90.46 | 88.92 | 90.05 | 90.37 | 88.45 | 91.12 | 89.17 | 89.85 | 90.43 | 89.42 | 89.82 | 90.17 | 89.55 | 88.69 | 89.58 | 90.26 | 90.59 | 90.05 | 89.08 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.41 | 94.32 | 92.33 | 93.05 | 90.19 | 89.80 | 92.57 | 92.60 | 91.91 | 91.75 | 93.12 | 91.89 | 92.24 | 93.78 | 90.05 | 93.98 | 93.74 | 93.20 | 92.06 | 93.48 | 93.42 | 93.87 | 92.49 | 93.79 | 91.46 |
| 17 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.86 | 91.73 | 93.26 | 88.67 | 91.56 | 92.43 | 89.10 | 91.34 | 92.26 | 91.61 | 92.06 | 92.44 | 92.29 | 92.25 | 91.33 | 92.77 | 91.41 | 91.52 | 90.17 | 94.10 | 92.34 | 91.74 | 91.38 | 91.90 | 92.07 |
| 18 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 94.34 | 94.21 | 92.59 | 92.37 | 93.93 | 90.88 | 91.21 | 92.05 | 91.28 | 92.81 | 93.07 | 92.56 | 93.44 | 92.63 | 92.98 | 93.96 | 93.85 | 93.24 | 94.20 | 94.61 | 92.00 | 94.09 | 92.85 | 93.29 | 91.93 |
| 19 | 372 | 48 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.16 | 92.21 | 93.41 | 93.07 | 92.58 | 90.41 | 91.69 | 93.23 | 92.09 | 94.21 | 92.39 | 91.62 | 91.76 | 93.59 | 91.64 | 94.48 | 94.74 | 93.59 | 94.48 | 91.72 | 93.63 | 94.86 | 93.04 | 92.85 | 93.00 |
| 36 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.78 | 91.74 | 93.43 | 92.30 | 91.28 | 91.51 | 91.36 | 93.28 | 92.62 | 89.83 | 93.30 | 91.03 | 90.74 | 94.25 | 90.89 | 91.43 | 95.15 | 93.56 | 91.59 | 92.27 | 92.46 | 94.17 | 92.83 | 92.42 | 91.71 |
| 37 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.27 | 91.47 | 93.42 | 92.70 | 93.68 | 90.51 | 93.07 | 93.20 | 91.40 | 92.32 | 93.77 | 92.97 | 92.03 | 92.35 | 92.47 | 91.33 | 92.62 | 92.22 | 93.45 | 94.12 | 94.26 | 94.80 | 91.80 | 92.47 | 91.45 |
| 38 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.25 | 92.35 | 92.92 | 92.61 | 92.74 | 89.39 | 92.78 | 91.26 | 90.97 | 91.23 | 92.49 | 91.23 | 93.89 | 92.04 | 93.21 | 93.24 | 92.71 | 92.65 | 93.68 | 93.19 | 92.72 | 94.08 | 94.23 | 93.35 | 93.38 |
| 39 | 372 | 48 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.37 | 92.37 | 93.09 | 90.41 | 93.72 | 91.33 | 93.40 | 92.76 | 93.09 | 91.73 | 92.24 | 93.20 | 93.41 | 92.19 | 91.31 | 91.35 | 90.89 | 91.40 | 92.78 | 93.49 | 94.28 | 93.99 | 93.03 | 92.67 | 93.26 |
| 56 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.22 | 91.41 | 94.08 | 93.21 | 92.34 | 91.04 | 90.92 | 94.73 | 93.39 | 92.71 | 93.31 | 91.70 | 93.82 | 91.57 | 93.40 | 92.63 | 93.40 | 92.45 | 92.87 | 92.49 | 92.13 | 93.98 | 93.66 | 92.15 | 91.60 |
| 57 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.34 | 93.96 | 93.85 | 92.64 | 92.43 | 90.04 | 91.43 | 93.18 | 92.38 | 91.30 | 92.42 | 92.04 | 93.54 | 95.94 | 92.40 | 92.54 | 93.02 | 92.18 | 91.54 | 93.80 | 92.61 | 95.13 | 93.44 | 92.14 | 92.64 |
| 58 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.85 | 93.13 | 94.00 | 92.96 | 93.36 | 90.19 | 93.70 | 91.96 | 92.29 | 92.14 | 91.43 | 92.50 | 94.64 | 93.39 | 91.41 | 93.74 | 92.75 | 92.75 | 91.39 | 92.78 | 93.21 | 94.17 | 92.03 | 91.89 | 92.53 |
| 59 | 372 | 48 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.86 | 49.17 | 93.16 | 93.20 | 93.00 | 91.53 | 93.82 | 91.48 | 93.30 | 91.43 | 93.55 | 92.60 | 94.09 | 93.97 | 91.40 | 93.86 | 93.54 | 95.74 | 92.63 | 94.78 | 93.06 | 92.17 | 91.41 | 93.76 | 92.12 |
| 76 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.97 | 92.92 | 93.44 | 92.17 | 89.47 | 91.50 | 91.46 | 91.80 | 92.04 | 92.92 | 92.79 | 92.45 | 93.71 | 92.35 | 92.82 | 93.21 | 91.90 | 92.33 | 92.78 | 91.82 | 93.02 | 93.11 | 92.43 | 94.00 | 92.07 |
| 77 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 93.49 | 91.25 | 91.61 | 92.14 | 49.17 | 91.95 | 91.83 | 90.68 | 91.29 | 93.20 | 90.99 | 90.56 | 90.77 | 91.02 | 90.38 | 92.57 | 92.32 | 92.34 | 91.98 | 94.05 | 92.76 | 92.23 | 91.51 | 92.32 | 91.83 |
| 78 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 93.71 | 90.84 | 92.39 | 92.19 | 91.98 | 89.87 | 93.06 | 93.10 | 90.01 | 92.18 | 90.73 | 93.04 | 91.87 | 92.64 | 90.93 | 92.56 | 92.37 | 92.28 | 90.43 | 92.49 | 93.05 | 92.30 | 93.63 | 93.92 | 90.45 |
| 79 | 372 | 48 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 94.11 | 93.24 | 92.42 | 93.55 | 93.71 | 91.30 | 91.15 | 94.48 | 92.48 | 91.33 | 91.15 | 90.14 | 93.38 | 92.47 | 91.00 | 92.74 | 93.09 | 92.65 | 91.17 | 93.56 | 94.30 | 95.04 | 90.77 | 92.19 | 90.87 |
| 96 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.77 | 93.18 | 92.54 | 93.45 | 93.64 | 91.78 | 92.72 | 93.95 | 92.33 | 92.01 | 92.42 | 92.44 | 92.86 | 92.89 | 92.20 | 93.65 | 92.47 | 92.72 | 92.27 | 92.63 | 94.35 | 92.90 | 92.15 | 92.81 | 92.35 |
| 97 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.55 | 93.12 | 91.82 | 92.97 | 94.96 | 91.59 | 91.90 | 92.59 | 92.13 | 91.79 | 92.23 | 91.00 | 93.44 | 92.84 | 91.19 | 93.15 | 92.62 | 90.43 | 93.89 | 93.60 | 91.97 | 93.45 | 92.99 | 91.91 | 91.69 |
| 98 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.10 | 89.80 | 93.28 | 92.70 | 92.41 | 91.62 | 93.26 | 92.18 | 92.74 | 92.94 | 93.07 | 91.91 | 91.42 | 92.31 | 93.08 | 93.08 | 93.69 | 91.70 | 92.32 | 93.46 | 92.96 | 93.41 | 92.89 | 92.18 | 91.74 |
| 99 | 372 | 48 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 91.47 | 91.97 | 94.91 | 91.16 | 92.69 | 92.16 | 94.18 | 91.30 | 92.86 | 92.92 | 92.60 | 92.66 | 92.01 | 93.30 | 93.71 | 92.67 | 91.85 | 92.27 | 94.05 | 94.44 | 93.67 | 92.22 | 93.27 | 92.01 | 90.86 |
| 116 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 91.97 | 92.11 | 90.22 | 92.03 | 92.57 | 89.50 | 90.72 | 91.84 | 92.74 | 92.50 | 93.29 | 93.24 | 91.94 | 94.18 | 90.56 | 92.49 | 93.35 | 92.06 | 92.33 | 93.15 | 92.53 | 91.64 | 92.71 | 91.51 | 93.19 |
| 117 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 91.85 | 93.37 | 92.39 | 94.02 | 91.82 | 93.17 | 91.83 | 92.87 | 91.14 | 93.26 | 93.41 | 91.50 | 93.79 | 93.46 | 93.07 | 91.36 | 94.19 | 93.97 | 93.56 | 94.08 | 93.97 | 94.73 | 92.79 | 92.51 | 93.11 |
| 118 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.99 | 92.26 | 91.81 | 90.86 | 92.87 | 92.06 | 92.29 | 91.36 | 92.75 | 92.75 | 90.44 | 90.24 | 91.76 | 90.56 | 91.76 | 92.71 | 91.34 | 91.70 | 92.62 | 94.87 | 91.77 | 94.44 | 93.24 | 93.53 | 92.54 |
| 119 | 372 | 48 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.21 | 91.75 | 89.82 | 92.61 | 93.22 | 91.15 | 92.76 | 93.71 | 91.27 | 91.19 | 93.75 | 92.66 | 94.30 | 93.03 | 93.15 | 92.65 | 92.11 | 92.08 | 92.44 | 93.08 | 92.38 | 93.30 | 91.37 | 93.08 | 91.51 |
| 136 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.60 | 94.03 | 92.38 | 91.15 | 93.13 | 91.37 | 91.48 | 91.92 | 92.40 | 92.37 | 92.89 | 89.15 | 91.70 | 93.23 | 90.63 | 93.15 | 93.25 | 91.32 | 92.09 | 92.93 | 94.27 | 91.63 | 93.20 | 93.17 | 92.34 |
| 137 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.47 | 93.80 | 92.46 | 93.19 | 93.97 | 92.48 | 93.80 | 89.55 | 92.27 | 91.66 | 92.81 | 92.70 | 93.74 | 92.46 | 89.82 | 92.84 | 91.01 | 92.35 | 92.97 | 93.35 | 94.17 | 94.48 | 93.40 | 94.08 | 93.94 |
| 138 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 90.49 | 93.10 | 93.31 | 93.19 | 90.30 | 91.94 | 91.83 | 94.50 | 91.85 | 92.03 | 91.24 | 91.51 | 89.81 | 92.34 | 91.12 | 93.21 | 91.38 | 91.46 | 92.02 | 93.65 | 93.54 | 93.37 | 91.20 | 93.09 | 93.51 |
| 139 | 372 | 48 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 94.13 | 93.03 | 93.74 | 91.93 | 93.50 | 90.07 | 93.11 | 90.53 | 89.97 | 89.94 | 91.25 | 92.46 | 90.12 | 93.40 | 90.96 | 92.78 | 92.87 | 92.44 | 92.20 | 93.32 | 94.63 | 93.63 | 93.53 | 92.52 | 90.66 |
| 156 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.39 | 93.97 | 92.54 | 91.57 | 92.08 | 90.94 | 91.72 | 92.12 | 90.31 | 93.71 | 90.79 | 91.81 | 91.34 | 93.11 | 91.13 | 93.51 | 93.36 | 92.44 | 92.81 | 93.58 | 94.21 | 93.80 | 91.88 | 92.82 | 91.58 |
| 157 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 91.96 | 91.56 | 93.33 | 92.39 | 93.82 | 92.00 | 89.37 | 91.56 | 92.95 | 93.42 | 92.10 | 93.69 | 94.36 | 91.66 | 91.08 | 91.36 | 93.64 | 92.03 | 91.84 | 94.13 | 94.50 | 93.47 | 91.64 | 93.34 | 90.56 |
| 158 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.62 | 92.78 | 91.69 | 92.69 | 92.06 | 92.18 | 92.46 | 90.05 | 92.00 | 92.29 | 91.01 | 92.25 | 91.51 | 94.62 | 91.81 | 92.00 | 92.29 | 93.46 | 92.80 | 93.86 | 93.01 | 92.28 | 91.79 | 91.44 | 91.48 |
| 159 | 372 | 48 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 91.47 | 92.23 | 93.20 | 93.84 | 92.76 | 92.66 | 91.88 | 90.86 | 92.55 | 92.38 | 93.56 | 93.54 | 92.23 | 92.07 | 91.82 | 92.52 | 89.92 | 90.94 | 93.75 | 92.77 | 94.10 | 94.24 | 93.32 | 91.39 | 92.35 |
| 176 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 93.40 | 91.38 | 93.95 | 92.03 | 90.46 | 88.79 | 92.93 | 94.59 | 92.73 | 90.08 | 92.05 | 92.06 | 92.88 | 92.67 | 90.54 | 93.87 | 91.73 | 93.07 | 92.19 | 92.07 | 92.89 | 92.79 | 92.75 | 92.76 | 91.84 |
| 177 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.63 | 90.45 | 90.67 | 91.42 | 92.41 | 90.96 | 92.52 | 94.00 | 92.18 | 92.66 | 92.41 | 92.36 | 92.88 | 93.33 | 91.91 | 92.76 | 90.88 | 93.47 | 90.64 | 93.16 | 93.39 | 93.96 | 93.64 | 92.64 | 90.74 |
| 178 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.18 | 90.94 | 92.28 | 91.10 | 95.28 | 89.39 | 92.13 | 93.36 | 93.37 | 93.15 | 93.17 | 92.41 | 92.97 | 94.16 | 91.49 | 92.78 | 93.75 | 91.67 | 93.50 | 92.59 | 93.86 | 92.58 | 92.30 | 92.20 | 94.20 |
| 179 | 372 | 48 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.30 | 92.34 | 92.64 | 91.65 | 91.98 | 92.12 | 91.64 | 93.04 | 90.99 | 91.16 | 91.04 | 91.59 | 91.42 | 92.98 | 90.93 | 91.40 | 93.11 | 93.90 | 90.36 | 92.36 | 93.58 | 92.75 | 91.52 | 92.59 | 92.42 |
| 196 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 93.53 | 92.07 | 91.55 | 92.11 | 91.95 | 93.32 | 90.02 | 93.53 | 94.29 | 92.92 | 92.33 | 93.68 | 92.66 | 90.85 | 93.55 | 93.81 | 92.97 | 93.50 | 93.08 | 92.63 | 92.73 | 94.21 | 94.00 | 91.80 |
| 197 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.02 | 92.54 | 91.36 | 91.77 | 91.35 | 92.05 | 92.32 | 93.39 | 90.42 | 93.04 | 92.36 | 92.69 | 93.92 | 92.56 | 92.81 | 92.58 | 92.79 | 92.90 | 93.97 | 94.05 | 94.01 | 93.90 | 91.31 | 92.86 | 93.57 |
| 198 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.94 | 90.38 | 92.09 | 91.79 | 91.77 | 92.06 | 94.78 | 92.42 | 93.01 | 90.52 | 93.67 | 89.82 | 92.74 | 92.24 | 91.20 | 90.15 | 91.82 | 93.00 | 92.69 | 93.11 | 93.14 | 93.04 | 92.44 | 93.78 | 92.72 |
| 199 | 372 | 48 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.33 | 91.54 | 94.54 | 93.32 | 93.08 | 91.29 | 93.87 | 92.41 | 92.34 | 91.22 | 91.46 | 91.17 | 90.41 | 93.00 | 93.07 | 93.96 | 92.10 | 91.60 | 92.11 | 92.59 | 92.02 | 93.06 | 93.47 | 92.98 | 91.76 |
| 216 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 94.60 | 92.67 | 92.48 | 92.64 | 93.06 | 90.69 | 90.25 | 93.43 | 93.53 | 90.91 | 92.65 | 93.27 | 49.17 | 93.41 | 92.78 | 88.58 | 93.15 | 92.41 | 89.84 | 90.56 | 93.16 | 92.42 | 92.53 | 93.69 | 91.76 |
| 217 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.88 | 92.02 | 93.29 | 92.70 | 92.80 | 90.29 | 90.82 | 92.71 | 92.74 | 91.70 | 92.59 | 93.43 | 93.36 | 92.89 | 93.11 | 92.47 | 93.13 | 93.91 | 92.55 | 93.34 | 92.90 | 94.32 | 93.21 | 92.62 | 92.12 |
| 218 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 94.05 | 92.08 | 93.02 | 92.07 | 93.29 | 91.40 | 92.79 | 92.60 | 93.23 | 92.55 | 93.33 | 92.71 | 94.28 | 93.99 | 94.68 | 93.20 | 95.18 | 93.85 | 93.80 | 93.89 | 92.86 | 92.18 | 92.34 | 93.25 | 93.29 |
| 219 | 372 | 48 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.28 | 92.69 | 93.89 | 92.20 | 92.15 | 91.94 | 92.25 | 92.37 | 90.71 | 92.89 | 92.27 | 92.62 | 93.64 | 93.58 | 93.28 | 92.55 | 92.96 | 91.99 | 91.07 | 92.16 | 92.83 | 93.48 | 93.80 | 93.65 | 92.55 |
| 236 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 93.99 | 92.76 | 93.96 | 92.92 | 94.70 | 90.96 | 93.76 | 92.75 | 93.94 | 94.13 | 94.20 | 91.07 | 92.75 | 92.11 | 93.09 | 92.20 | 93.68 | 93.47 | 91.43 | 93.03 | 94.12 | 93.29 | 93.24 | 92.61 | 92.23 |
| 237 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 94.11 | 90.64 | 93.76 | 92.49 | 92.11 | 92.18 | 89.91 | 94.62 | 93.04 | 92.21 | 92.70 | 93.59 | 92.24 | 94.97 | 92.69 | 92.47 | 91.41 | 93.90 | 90.88 | 94.92 | 92.36 | 93.28 | 92.09 | 92.93 | 93.40 |
| 238 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 90.41 | 90.40 | 90.53 | 92.93 | 92.46 | 91.47 | 89.94 | 92.10 | 93.50 | 91.59 | 93.07 | 93.28 | 92.63 | 91.37 | 90.26 | 92.27 | 95.76 | 91.98 | 92.17 | 92.83 | 92.36 | 91.82 | 93.34 | 93.07 | 91.68 |
| 239 | 372 | 48 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 93.19 | 94.39 | 92.15 | 93.13 | 92.36 | 92.99 | 94.07 | 92.54 | 92.47 | 92.96 | 92.23 | 91.43 | 91.65 | 94.55 | 91.93 | 93.98 | 93.49 | 91.86 | 91.09 | 93.34 | 93.95 | 92.85 | 93.31 | 93.36 | 93.40 |
| 256 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.74 | 92.73 | 92.94 | 91.41 | 93.02 | 92.58 | 89.36 | 93.55 | 91.47 | 91.83 | 91.94 | 90.73 | 90.60 | 90.41 | 90.97 | 92.99 | 93.24 | 90.93 | 90.36 | 92.32 | 92.73 | 91.81 | 93.19 | 93.47 | 92.72 |
| 257 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 93.15 | 93.65 | 93.77 | 92.40 | 94.95 | 92.68 | 92.00 | 94.01 | 92.86 | 92.97 | 93.25 | 91.57 | 91.48 | 93.06 | 92.12 | 92.58 | 93.82 | 93.54 | 94.05 | 92.28 | 94.10 | 92.46 | 92.71 | 91.42 | 92.46 |
| 258 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.53 | 93.42 | 93.39 | 92.18 | 94.12 | 91.13 | 90.19 | 92.80 | 91.26 | 92.23 | 90.16 | 91.76 | 90.82 | 92.95 | 89.81 | 95.02 | 92.77 | 93.55 | 92.51 | 93.65 | 93.04 | 92.76 | 92.50 | 92.24 | 93.73 |
| 259 | 372 | 48 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.25 | 90.66 | 92.65 | 94.15 | 91.60 | 90.86 | 92.13 | 90.56 | 93.31 | 93.34 | 93.24 | 91.36 | 93.43 | 92.15 | 91.25 | 92.83 | 92.05 | 92.67 | 92.69 | 93.34 | 92.71 | 92.99 | 93.26 | 93.33 | 91.13 |
| 276 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.54 | 91.56 | 93.69 | 92.79 | 91.22 | 91.45 | 92.66 | 93.64 | 92.18 | 91.18 | 93.56 | 92.71 | 93.08 | 93.09 | 92.66 | 91.58 | 91.54 | 91.96 | 90.76 | 93.41 | 94.05 | 94.67 | 93.40 | 93.12 | 93.06 |
| 277 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.49 | 90.96 | 93.60 | 92.55 | 93.80 | 90.86 | 92.52 | 93.97 | 91.88 | 93.09 | 92.78 | 92.56 | 91.67 | 92.60 | 91.56 | 92.86 | 94.16 | 93.06 | 92.58 | 94.06 | 92.97 | 94.10 | 92.65 | 93.82 | 91.95 |
| 278 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 92.68 | 93.40 | 94.27 | 92.15 | 94.71 | 92.08 | 92.73 | 92.91 | 91.66 | 91.92 | 93.52 | 89.68 | 93.68 | 91.78 | 91.56 | 93.81 | 94.62 | 91.71 | 92.59 | 93.57 | 92.70 | 95.00 | 94.13 | 92.70 | 92.79 |
| 279 | 372 | 48 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.83 | 92.97 | 93.70 | 90.69 | 93.59 | 92.71 | 90.81 | 92.14 | 93.04 | 92.42 | 91.31 | 91.21 | 93.64 | 91.90 | 91.46 | 93.50 | 93.53 | 93.70 | 93.00 | 93.38 | 92.78 | 92.87 | 93.08 | 93.53 | 93.45 |
| 296 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 93.07 | 92.35 | 93.14 | 91.68 | 93.25 | 91.50 | 91.18 | 93.47 | 94.78 | 90.69 | 92.22 | 93.01 | 90.26 | 93.73 | 93.30 | 94.07 | 92.01 | 90.47 | 92.58 | 94.75 | 92.49 | 91.93 | 90.78 | 93.20 | 91.60 |
| 297 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.11 | 93.64 | 94.03 | 92.58 | 93.33 | 92.74 | 93.35 | 92.39 | 93.42 | 93.11 | 91.56 | 93.65 | 92.00 | 92.55 | 91.80 | 92.48 | 92.65 | 92.50 | 92.41 | 94.24 | 92.56 | 94.58 | 93.15 | 92.90 | 93.85 |
| 298 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.22 | 91.90 | 93.08 | 93.13 | 93.65 | 91.45 | 92.44 | 92.60 | 92.77 | 92.62 | 92.56 | 93.10 | 92.86 | 92.93 | 93.10 | 93.14 | 92.89 | 92.61 | 93.37 | 94.31 | 94.38 | 91.24 | 92.94 | 92.66 | 91.90 |
| 299 | 372 | 48 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 94.55 | 93.00 | 92.51 | 92.65 | 92.48 | 92.58 | 91.22 | 90.43 | 94.28 | 93.45 | 92.57 | 89.24 | 92.12 | 93.50 | 92.61 | 92.09 | 93.30 | 94.42 | 91.27 | 95.07 | 92.93 | 95.04 | 92.05 | 93.36 | 91.46 |
| 316 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.95 | 91.67 | 93.19 | 92.42 | 93.77 | 90.95 | 91.32 | 93.03 | 91.41 | 92.65 | 92.20 | 92.66 | 93.16 | 91.00 | 93.31 | 92.97 | 94.21 | 92.90 | 93.27 | 92.36 | 92.64 | 92.47 | 93.47 | 94.48 | 92.52 |
| 317 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.16 | 93.98 | 92.64 | 91.86 | 93.37 | 91.75 | 92.44 | 89.18 | 91.84 | 92.42 | 92.61 | 93.39 | 92.12 | 91.56 | 92.32 | 90.72 | 93.42 | 91.17 | 93.52 | 93.46 | 93.89 | 94.07 | 93.05 | 92.07 | 92.58 |
| 318 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.27 | 93.69 | 94.77 | 91.95 | 93.23 | 91.23 | 92.76 | 92.29 | 92.02 | 94.82 | 92.11 | 93.18 | 92.72 | 93.16 | 93.14 | 93.29 | 92.70 | 91.40 | 93.07 | 90.92 | 93.67 | 94.61 | 93.28 | 93.41 | 92.23 |
| 319 | 372 | 48 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.36 | 90.19 | 92.95 | 91.00 | 93.52 | 90.48 | 92.53 | 91.63 | 91.33 | 93.16 | 92.80 | 92.76 | 91.73 | 90.34 | 91.52 | 91.74 | 92.57 | 92.81 | 92.49 | 92.28 | 93.89 | 93.68 | 92.89 | 91.61 | 92.71 |
| 336 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 91.96 | 91.18 | 91.26 | 91.88 | 93.94 | 89.76 | 90.66 | 92.48 | 92.88 | 93.39 | 92.40 | 91.24 | 92.82 | 92.49 | 91.71 | 91.80 | 93.07 | 92.55 | 92.69 | 93.10 | 92.82 | 93.55 | 93.80 | 92.53 | 91.60 |
| 337 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 93.68 | 94.23 | 93.57 | 92.26 | 93.80 | 89.92 | 90.48 | 92.13 | 91.98 | 91.97 | 93.80 | 91.98 | 92.27 | 91.02 | 93.82 | 89.86 | 91.51 | 92.44 | 92.10 | 92.35 | 93.22 | 92.81 | 91.81 | 91.94 | 93.57 |
| 338 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.45 | 91.66 | 92.80 | 91.74 | 91.95 | 91.22 | 92.71 | 93.90 | 91.08 | 90.71 | 94.24 | 93.51 | 92.62 | 91.13 | 93.25 | 93.13 | 91.34 | 91.77 | 91.92 | 92.55 | 93.91 | 94.29 | 93.32 | 91.19 | 91.48 |
| 339 | 372 | 48 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.12 | 91.85 | 92.43 | 91.30 | 92.73 | 91.15 | 92.49 | 93.45 | 91.05 | 92.03 | 92.11 | 89.74 | 93.30 | 94.33 | 92.76 | 91.56 | 93.01 | 92.39 | 90.41 | 92.98 | 93.87 | 92.98 | 93.34 | 92.53 | 93.09 |
| 356 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.27 | 93.03 | 93.88 | 91.18 | 93.86 | 91.60 | 90.15 | 93.77 | 92.12 | 93.21 | 92.89 | 92.33 | 92.17 | 94.02 | 78.02 | 91.85 | 93.17 | 92.97 | 94.05 | 93.03 | 93.89 | 93.68 | 92.79 | 75.40 | 93.39 |
| 357 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.56 | 91.83 | 91.24 | 94.28 | 90.98 | 91.73 | 93.52 | 89.63 | 91.91 | 91.19 | 90.60 | 90.89 | 94.19 | 93.06 | 92.96 | 90.58 | 93.97 | 91.96 | 92.45 | 92.28 | 91.51 | 93.76 | 92.56 | 94.70 | 93.31 |
| 358 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 92.89 | 92.36 | 92.66 | 92.92 | 92.52 | 90.55 | 92.39 | 90.23 | 93.31 | 94.07 | 91.68 | 92.28 | 92.13 | 93.02 | 91.84 | 93.20 | 92.53 | 92.88 | 93.25 | 93.26 | 93.98 | 92.88 | 91.51 | 91.73 | 91.35 |
| 359 | 372 | 48 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 93.35 | 90.85 | 91.12 | 92.71 | 90.03 | 90.26 | 92.60 | 90.95 | 91.38 | 92.30 | 92.28 | 92.50 | 93.90 | 92.49 | 91.57 | 91.11 | 93.74 | 91.22 | 91.76 | 91.86 | 90.64 | 93.29 | 93.46 | 92.84 | 93.32 |
| 376 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.11 | 91.04 | 91.12 | 90.18 | 90.95 | 91.83 | 91.13 | 90.92 | 90.81 | 92.60 | 93.07 | 89.56 | 90.95 | 91.71 | 91.40 | 93.63 | 91.00 | 92.80 | 92.65 | 92.80 | 92.40 | 93.05 | 92.41 | 91.81 | 92.52 |
| 377 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.08 | 92.45 | 90.32 | 90.02 | 93.54 | 90.53 | 90.90 | 91.89 | 90.33 | 91.96 | 92.78 | 90.78 | 88.96 | 91.96 | 90.69 | 88.75 | 91.49 | 91.62 | 92.95 | 91.59 | 91.97 | 91.86 | 91.06 | 90.95 | 88.50 |
| 378 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.21 | 92.42 | 90.65 | 91.57 | 92.48 | 90.52 | 91.66 | 91.32 | 89.48 | 91.23 | 92.37 | 90.82 | 91.06 | 90.29 | 92.13 | 90.86 | 91.33 | 92.76 | 93.25 | 92.51 | 92.56 | 92.41 | 92.13 | 91.85 | 91.73 |
| 379 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.54 | 90.00 | 91.23 | 92.21 | 90.73 | 93.38 | 91.62 | 90.42 | 88.11 | 91.28 | 92.29 | 89.30 | 90.42 | 92.75 | 89.50 | 90.97 | 93.05 | 90.08 | 93.13 | 90.67 | 91.79 | 89.62 | 91.12 | 92.24 | 89.54 |
| 396 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 92.27 | 92.77 | 92.46 | 92.55 | 90.34 | 91.32 | 91.58 | 92.50 | 93.47 | 91.97 | 90.77 | 91.49 | 91.74 | 91.36 | 91.64 | 90.83 | 93.38 | 92.62 | 93.02 | 92.94 | 92.69 | 92.52 | 93.77 | 90.95 |
| 397 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.68 | 92.68 | 92.78 | 93.61 | 91.83 | 91.77 | 91.25 | 91.13 | 91.87 | 89.58 | 91.71 | 91.53 | 90.74 | 90.56 | 92.35 | 91.20 | 90.24 | 93.69 | 92.36 | 92.41 | 93.09 | 93.10 | 93.06 | 91.93 | 91.98 |
| 398 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.63 | 90.84 | 91.51 | 91.44 | 90.55 | 91.80 | 91.18 | 91.99 | 93.47 | 90.02 | 91.44 | 90.75 | 91.38 | 92.98 | 90.35 | 89.74 | 92.28 | 90.52 | 91.53 | 92.41 | 91.52 | 94.80 | 92.09 | 92.35 | 91.36 |
| 399 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.71 | 91.32 | 91.82 | 92.03 | 92.97 | 91.53 | 91.87 | 91.65 | 89.53 | 93.53 | 92.31 | 91.93 | 91.73 | 92.16 | 91.48 | 90.83 | 93.30 | 92.49 | 93.81 | 93.69 | 92.25 | 92.81 | 93.55 | 93.34 | 93.39 |
| 416 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.86 | 91.07 | 93.96 | 91.67 | 92.52 | 93.27 | 91.33 | 93.29 | 90.91 | 92.79 | 91.75 | 91.50 | 91.57 | 93.39 | 90.76 | 92.21 | 92.84 | 91.59 | 93.93 | 94.45 | 92.75 | 93.31 | 92.41 | 93.70 | 91.10 |
| 417 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.09 | 93.08 | 92.71 | 91.97 | 91.96 | 90.96 | 92.40 | 92.23 | 90.27 | 88.76 | 92.79 | 92.64 | 92.37 | 91.78 | 91.07 | 90.81 | 91.46 | 90.98 | 93.43 | 93.02 | 92.76 | 94.22 | 93.28 | 92.41 | 92.35 |
| 418 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.24 | 88.67 | 93.39 | 91.27 | 92.17 | 91.76 | 91.25 | 91.91 | 91.76 | 93.37 | 91.49 | 92.06 | 93.82 | 92.69 | 90.23 | 92.91 | 91.94 | 91.97 | 93.00 | 93.94 | 94.14 | 93.57 | 93.28 | 92.89 | 92.30 |
| 419 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.59 | 92.22 | 93.07 | 90.92 | 92.88 | 92.41 | 90.63 | 91.07 | 90.27 | 91.28 | 90.75 | 91.79 | 91.96 | 92.33 | 92.82 | 93.23 | 93.50 | 93.25 | 93.55 | 92.86 | 92.81 | 94.01 | 92.65 | 92.32 | 92.95 |
| 436 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 90.53 | 91.74 | 91.89 | 89.68 | 92.90 | 91.17 | 91.14 | 92.32 | 92.93 | 92.03 | 90.61 | 92.08 | 90.23 | 91.54 | 91.45 | 91.12 | 91.59 | 93.13 | 91.88 | 93.81 | 90.10 | 94.56 | 90.99 | 91.40 | 90.97 |
| 437 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.35 | 89.34 | 90.75 | 90.39 | 90.92 | 90.87 | 90.19 | 91.45 | 89.22 | 91.05 | 91.92 | 93.45 | 90.36 | 91.60 | 93.40 | 90.20 | 91.20 | 90.76 | 92.28 | 91.48 | 91.22 | 90.30 | 93.27 | 89.77 | 89.13 |
| 438 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.52 | 93.66 | 90.53 | 90.76 | 92.30 | 92.73 | 91.89 | 91.06 | 92.60 | 94.05 | 90.99 | 89.84 | 89.80 | 91.97 | 91.59 | 91.77 | 92.32 | 92.77 | 93.20 | 91.69 | 90.51 | 93.60 | 92.21 | 93.02 | 91.48 |
| 439 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 88.83 | 90.59 | 91.42 | 90.76 | 91.27 | 92.33 | 91.55 | 91.92 | 91.59 | 91.56 | 91.71 | 91.15 | 90.38 | 92.01 | 89.43 | 92.11 | 92.03 | 92.76 | 93.23 | 91.84 | 91.78 | 92.12 | 90.21 | 92.27 | 91.85 |
| 456 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.84 | 92.27 | 92.92 | 92.16 | 92.59 | 90.59 | 93.01 | 90.12 | 93.21 | 91.67 | 93.06 | 92.61 | 90.43 | 91.62 | 90.85 | 92.13 | 92.27 | 92.68 | 92.46 | 92.14 | 91.60 | 94.19 | 92.68 | 93.20 | 92.05 |
| 457 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 92.26 | 93.92 | 91.51 | 90.86 | 91.46 | 89.02 | 91.82 | 92.27 | 89.22 | 91.63 | 93.07 | 91.98 | 91.02 | 90.72 | 90.35 | 91.15 | 92.33 | 92.06 | 93.13 | 93.32 | 91.82 | 94.70 | 91.63 | 91.44 | 90.18 |
| 458 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.73 | 91.45 | 92.50 | 90.84 | 92.49 | 90.38 | 93.66 | 91.11 | 91.68 | 92.19 | 92.61 | 91.34 | 92.96 | 91.77 | 91.23 | 92.70 | 94.52 | 91.49 | 93.28 | 92.13 | 92.63 | 93.32 | 93.79 | 92.12 | 90.80 |
| 459 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.52 | 92.60 | 93.34 | 91.82 | 92.11 | 90.38 | 91.20 | 94.88 | 90.11 | 91.39 | 92.88 | 91.16 | 90.93 | 93.11 | 91.93 | 92.33 | 93.51 | 90.69 | 90.73 | 91.14 | 92.38 | 93.88 | 92.13 | 92.19 | 92.17 |
| 476 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 89.63 | 91.22 | 93.50 | 91.51 | 93.29 | 92.46 | 91.45 | 90.85 | 90.66 | 92.03 | 93.04 | 91.84 | 92.50 | 91.20 | 90.44 | 92.67 | 91.54 | 92.34 | 93.33 | 92.15 | 91.12 | 93.30 | 92.87 | 91.87 | 92.86 |
| 477 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.24 | 92.67 | 92.27 | 92.16 | 92.73 | 91.01 | 91.49 | 90.30 | 91.13 | 91.38 | 92.43 | 90.31 | 90.80 | 92.38 | 92.54 | 92.20 | 93.05 | 91.61 | 93.57 | 93.20 | 93.51 | 94.27 | 93.02 | 93.54 | 92.16 |
| 478 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.52 | 91.45 | 93.03 | 90.65 | 91.32 | 92.54 | 92.93 | 93.89 | 92.27 | 92.60 | 92.17 | 89.17 | 92.75 | 90.96 | 92.51 | 92.81 | 92.78 | 95.03 | 91.50 | 92.84 | 92.07 | 93.86 | 92.49 | 93.63 | 90.61 |
| 479 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 92.25 | 93.30 | 92.53 | 92.83 | 92.73 | 90.98 | 88.99 | 92.18 | 93.00 | 93.64 | 89.25 | 92.06 | 92.12 | 92.39 | 93.39 | 91.98 | 94.05 | 92.77 | 92.81 | 92.42 | 94.04 | 90.59 | 92.24 | 92.41 | 93.37 |
| 496 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 92.67 | 91.52 | 92.38 | 91.19 | 90.57 | 90.93 | 89.79 | 89.96 | 90.53 | 89.54 | 90.95 | 89.42 | 90.81 | 93.70 | 90.08 | 89.36 | 94.52 | 90.68 | 92.11 | 91.03 | 91.03 | 91.12 | 92.00 | 90.32 | 88.80 |
| 497 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.30 | 89.48 | 89.76 | 90.57 | 93.32 | 88.84 | 88.50 | 92.05 | 90.57 | 91.16 | 90.51 | 91.38 | 90.75 | 92.48 | 91.29 | 89.61 | 92.61 | 89.71 | 91.87 | 91.60 | 91.37 | 91.91 | 92.33 | 87.93 | 92.15 |
| 498 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 89.76 | 92.43 | 89.07 | 88.90 | 90.25 | 88.83 | 91.49 | 89.67 | 90.91 | 91.79 | 93.38 | 89.83 | 90.01 | 90.75 | 91.72 | 89.54 | 91.87 | 91.50 | 91.98 | 91.37 | 91.37 | 91.88 | 91.75 | 93.78 | 90.60 |
| 499 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 90.09 | 92.54 | 91.64 | 91.12 | 90.48 | 92.20 | 92.00 | 90.49 | 90.94 | 90.24 | 91.05 | 89.32 | 91.24 | 91.35 | 92.36 | 91.60 | 92.48 | 90.62 | 91.51 | 92.02 | 91.84 | 90.99 | 91.33 | 90.58 | 89.70 |
| 516 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.19 | 91.90 | 89.68 | 89.80 | 91.79 | 91.71 | 92.35 | 91.61 | 91.40 | 91.04 | 92.32 | 92.56 | 92.56 | 89.44 | 92.84 | 91.65 | 90.85 | 91.57 | 90.34 | 93.21 | 90.99 | 93.46 | 91.39 | 90.51 | 92.55 |
| 517 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 92.56 | 92.65 | 91.55 | 92.62 | 92.31 | 91.26 | 91.92 | 92.62 | 91.33 | 90.50 | 90.75 | 92.24 | 90.36 | 90.32 | 89.83 | 92.55 | 92.01 | 93.07 | 93.11 | 94.20 | 93.33 | 93.39 | 93.52 | 91.16 | 91.72 |
| 518 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 91.04 | 92.07 | 88.09 | 91.65 | 90.37 | 92.41 | 91.29 | 91.73 | 90.80 | 90.15 | 89.98 | 91.15 | 89.23 | 92.27 | 90.03 | 93.80 | 92.09 | 93.10 | 93.88 | 92.84 | 92.55 | 91.95 | 92.42 | 92.17 | 92.20 |
| 519 | 372 | 48 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.52 | 92.89 | 92.49 | 91.07 | 95.39 | 90.85 | 93.46 | 91.54 | 91.82 | 92.21 | 92.39 | 90.56 | 92.62 | 90.76 | 91.68 | 91.60 | 91.61 | 88.81 | 92.06 | 93.45 | 92.65 | 92.18 | 92.71 | 92.14 | 90.88 |
| 536 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 91.96 | 93.25 | 93.57 | 92.12 | 92.66 | 90.11 | 93.35 | 91.56 | 93.31 | 91.28 | 91.53 | 91.29 | 91.05 | 92.02 | 92.65 | 90.73 | 92.90 | 92.64 | 92.58 | 93.54 | 92.15 | 93.78 | 91.02 | 91.84 | 90.70 |
| 537 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 93.29 | 90.58 | 92.85 | 90.89 | 90.62 | 92.75 | 94.23 | 92.63 | 91.99 | 90.60 | 93.02 | 90.35 | 91.29 | 92.65 | 90.86 | 91.43 | 92.57 | 92.60 | 93.52 | 92.00 | 92.60 | 92.61 | 92.72 | 93.22 | 93.00 |
| 538 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 93.05 | 92.92 | 92.89 | 93.80 | 92.05 | 93.18 | 92.90 | 91.76 | 90.90 | 92.89 | 92.77 | 91.76 | 92.30 | 91.46 | 91.84 | 93.11 | 93.95 | 93.22 | 92.73 | 92.54 | 92.19 | 94.48 | 92.57 | 93.00 | 92.70 |
| 539 | 372 | 48 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 89.00 | 91.21 | 93.09 | 89.75 | 91.13 | 93.00 | 92.61 | 92.46 | 92.31 | 91.30 | 92.34 | 91.43 | 91.46 | 91.95 | 92.28 | 92.23 | 91.68 | 91.02 | 91.63 | 91.90 | 92.89 | 92.70 | 90.33 | 91.79 | 92.73 |
| 556 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.20 | 91.70 | 91.28 | 90.28 | 92.09 | 91.78 | 93.90 | 91.53 | 90.40 | 91.35 | 90.60 | 89.57 | 91.03 | 91.40 | 91.38 | 91.77 | 91.10 | 91.95 | 89.03 | 91.73 | 91.18 | 91.10 | 92.96 | 92.49 | 92.70 |
| 557 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.02 | 90.59 | 90.01 | 90.82 | 90.20 | 91.18 | 90.62 | 89.05 | 91.81 | 91.28 | 91.84 | 92.33 | 91.54 | 90.82 | 92.56 | 91.12 | 90.53 | 92.58 | 92.99 | 93.15 | 93.58 | 92.37 | 91.99 | 90.73 | 91.22 |
| 558 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.09 | 90.59 | 91.71 | 90.86 | 91.72 | 91.85 | 89.61 | 91.40 | 91.69 | 89.81 | 90.65 | 88.79 | 91.55 | 89.63 | 90.63 | 91.08 | 93.27 | 89.76 | 92.93 | 91.71 | 92.04 | 91.74 | 93.28 | 90.54 | 89.57 |
| 559 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.15 | 92.25 | 91.25 | 91.52 | 91.79 | 92.42 | 90.21 | 89.65 | 92.76 | 90.83 | 90.99 | 89.84 | 91.20 | 90.98 | 88.83 | 92.17 | 91.95 | 91.69 | 93.81 | 93.35 | 90.83 | 92.05 | 92.46 | 90.71 | 89.03 |
| 576 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.30 | 92.06 | 94.46 | 91.12 | 92.30 | 91.76 | 91.24 | 89.95 | 91.61 | 92.15 | 90.06 | 90.02 | 91.93 | 92.42 | 89.60 | 91.32 | 91.55 | 91.29 | 93.63 | 91.77 | 92.04 | 91.66 | 92.07 | 92.16 | 92.52 |
| 577 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.73 | 88.41 | 91.46 | 90.65 | 90.59 | 91.43 | 92.59 | 92.05 | 90.97 | 90.99 | 92.64 | 91.47 | 91.29 | 92.14 | 93.33 | 91.59 | 92.38 | 92.11 | 93.53 | 92.47 | 92.38 | 94.36 | 92.28 | 91.61 | 90.97 |
| 578 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.80 | 91.48 | 90.43 | 92.83 | 91.48 | 90.48 | 90.04 | 92.33 | 91.73 | 92.71 | 94.27 | 90.25 | 90.76 | 91.91 | 91.29 | 91.68 | 92.51 | 91.78 | 92.88 | 93.81 | 92.93 | 93.16 | 92.73 | 93.28 | 93.27 |
| 579 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.58 | 92.02 | 92.36 | 91.26 | 91.85 | 90.84 | 89.55 | 91.52 | 92.51 | 92.60 | 91.66 | 88.42 | 91.36 | 88.93 | 91.81 | 91.18 | 92.04 | 92.02 | 92.46 | 93.08 | 93.75 | 93.92 | 92.71 | 93.76 | 91.81 |
| 596 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.50 | 92.11 | 91.99 | 91.95 | 92.32 | 91.70 | 91.26 | 92.28 | 91.78 | 92.73 | 92.32 | 91.10 | 91.48 | 92.19 | 92.28 | 91.81 | 91.25 | 91.30 | 93.46 | 90.52 | 92.38 | 94.76 | 92.52 | 92.38 | 92.60 |
| 597 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.50 | 90.64 | 92.45 | 90.97 | 91.02 | 91.71 | 91.77 | 91.90 | 90.75 | 92.74 | 93.54 | 90.92 | 91.85 | 92.20 | 91.91 | 92.64 | 93.62 | 92.04 | 93.70 | 92.14 | 93.74 | 90.85 | 92.13 | 92.50 | 93.77 |
| 598 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.61 | 91.53 | 92.48 | 93.07 | 91.30 | 92.65 | 92.43 | 92.30 | 92.40 | 89.90 | 93.79 | 90.34 | 92.69 | 93.44 | 90.57 | 92.18 | 92.66 | 93.61 | 92.24 | 92.11 | 91.99 | 93.50 | 92.23 | 93.52 | 92.93 |
| 599 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.53 | 92.11 | 90.73 | 94.32 | 92.02 | 91.84 | 92.81 | 90.75 | 91.55 | 92.62 | 93.54 | 91.79 | 91.40 | 92.30 | 93.82 | 92.47 | 90.79 | 92.33 | 91.90 | 92.96 | 93.54 | 93.22 | 92.27 | 94.09 | 92.17 |
| 616 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 89.88 | 92.13 | 90.82 | 91.30 | 90.54 | 92.16 | 90.65 | 91.22 | 88.97 | 92.61 | 91.28 | 91.11 | 91.59 | 91.83 | 91.49 | 91.18 | 91.26 | 90.91 | 91.74 | 92.36 | 91.06 | 92.57 | 92.30 | 89.91 | 91.03 |
| 617 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 92.91 | 90.99 | 94.19 | 90.11 | 88.98 | 88.94 | 91.13 | 92.36 | 91.84 | 90.22 | 92.54 | 90.29 | 91.64 | 92.98 | 90.79 | 90.14 | 90.77 | 91.41 | 91.45 | 92.07 | 91.82 | 90.08 | 91.80 | 91.31 | 89.61 |
| 618 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.29 | 91.51 | 90.58 | 92.03 | 90.09 | 90.70 | 91.39 | 90.43 | 91.10 | 92.03 | 91.25 | 90.19 | 90.96 | 91.89 | 91.77 | 91.62 | 92.56 | 93.07 | 91.81 | 94.25 | 91.62 | 94.51 | 91.28 | 92.81 | 92.14 |
| 619 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.06 | 92.48 | 92.35 | 92.24 | 90.48 | 93.12 | 90.18 | 93.80 | 92.49 | 93.22 | 92.77 | 89.66 | 92.78 | 92.47 | 90.55 | 92.29 | 92.84 | 91.43 | 93.26 | 91.73 | 91.82 | 93.21 | 92.06 | 91.53 | 90.69 |
| 636 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 91.62 | 92.48 | 90.50 | 91.67 | 90.54 | 92.38 | 92.99 | 91.39 | 92.23 | 91.48 | 91.41 | 89.81 | 91.11 | 92.21 | 91.32 | 91.47 | 93.17 | 91.68 | 92.33 | 93.66 | 92.19 | 91.58 | 92.23 | 92.11 | 90.53 |
| 637 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.74 | 90.56 | 90.65 | 91.91 | 91.92 | 90.65 | 90.52 | 91.68 | 91.80 | 91.37 | 91.29 | 91.14 | 92.37 | 91.39 | 91.53 | 91.27 | 91.88 | 91.38 | 93.16 | 93.62 | 91.92 | 93.02 | 93.04 | 93.55 | 91.85 |
| 638 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.09 | 92.70 | 91.34 | 92.30 | 91.79 | 91.71 | 91.32 | 90.89 | 91.63 | 92.62 | 91.05 | 90.32 | 92.31 | 92.46 | 90.48 | 91.83 | 91.35 | 92.39 | 92.29 | 92.23 | 92.08 | 93.45 | 91.80 | 90.78 | 93.06 |
| 639 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 91.36 | 93.57 | 91.31 | 90.55 | 90.38 | 92.77 | 91.74 | 90.77 | 90.69 | 90.93 | 91.93 | 93.85 | 93.72 | 91.46 | 92.10 | 91.05 | 93.57 | 92.93 | 91.53 | 92.71 | 92.38 | 92.94 | 93.23 | 92.44 | 90.19 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.82 | 92.19 | 92.39 | 92.80 | 92.30 | 91.25 | 92.34 | 94.33 | 92.12 | 92.11 | 90.11 | 89.67 | 89.70 | 93.15 | 91.39 | 91.14 | 92.74 | 91.80 | 93.07 | 93.44 | 93.46 | 92.96 | 92.51 | 94.85 | 91.60 |
| 657 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 94.15 | 93.69 | 91.90 | 91.28 | 91.63 | 93.00 | 91.30 | 92.20 | 91.06 | 91.72 | 92.21 | 92.53 | 93.29 | 92.27 | 92.35 | 92.81 | 91.53 | 92.68 | 93.03 | 92.23 | 93.69 | 93.98 | 92.86 | 93.87 | 92.32 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.84 | 93.26 | 92.88 | 90.22 | 91.49 | 92.27 | 91.99 | 91.87 | 91.50 | 92.60 | 94.00 | 89.30 | 93.86 | 91.97 | 93.42 | 93.75 | 91.06 | 92.65 | 93.19 | 92.94 | 91.32 | 94.11 | 93.41 | 90.60 | 92.37 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.19 | 93.68 | 92.84 | 91.89 | 92.88 | 93.33 | 90.96 | 91.55 | 91.33 | 91.38 | 93.21 | 91.57 | 92.30 | 91.21 | 91.11 | 91.93 | 92.86 | 92.69 | 91.62 | 91.51 | 93.07 | 92.35 | 94.04 | 92.42 | 91.36 |
| 676 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.49 | 90.59 | 90.88 | 89.41 | 88.91 | 90.47 | 92.12 | 90.52 | 91.39 | 89.55 | 90.91 | 91.15 | 90.47 | 90.25 | 90.08 | 90.20 | 91.60 | 91.59 | 90.82 | 91.58 | 91.49 | 91.89 | 91.45 | 92.81 | 89.83 |
| 677 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.78 | 93.32 | 91.99 | 92.68 | 92.09 | 90.58 | 93.35 | 89.86 | 92.29 | 92.56 | 91.98 | 91.00 | 90.80 | 89.83 | 89.11 | 91.36 | 92.67 | 92.03 | 92.00 | 92.11 | 92.03 | 90.14 | 90.02 | 90.80 | 92.22 |
| 678 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 90.07 | 91.14 | 91.40 | 90.64 | 91.26 | 88.21 | 91.25 | 90.84 | 91.57 | 91.84 | 91.79 | 89.78 | 90.97 | 93.82 | 91.71 | 89.48 | 92.10 | 91.73 | 91.27 | 91.80 | 91.09 | 89.73 | 93.50 | 91.80 | 91.05 |
| 679 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.56 | 90.77 | 92.34 | 91.19 | 90.73 | 91.20 | 92.67 | 91.16 | 92.49 | 89.86 | 89.98 | 90.00 | 90.63 | 90.94 | 90.38 | 92.37 | 91.99 | 90.80 | 93.87 | 92.43 | 90.89 | 92.21 | 92.01 | 90.03 | 91.77 |
| 696 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 93.16 | 92.46 | 92.88 | 92.45 | 93.03 | 91.74 | 90.46 | 92.47 | 90.56 | 91.29 | 92.18 | 91.49 | 90.70 | 93.21 | 91.76 | 91.91 | 92.24 | 91.31 | 92.19 | 92.41 | 93.16 | 92.03 | 91.16 | 91.92 | 92.16 |
| 697 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 92.14 | 91.48 | 94.18 | 92.79 | 90.59 | 90.53 | 90.06 | 93.38 | 92.80 | 90.78 | 92.07 | 90.93 | 91.55 | 93.58 | 90.54 | 92.25 | 92.19 | 92.32 | 92.67 | 93.76 | 92.60 | 92.77 | 92.02 | 91.83 | 91.10 |
| 698 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 91.33 | 92.98 | 91.79 | 93.68 | 92.89 | 90.21 | 91.57 | 90.92 | 90.79 | 91.94 | 91.86 | 92.03 | 91.33 | 92.11 | 91.77 | 91.71 | 92.96 | 94.72 | 91.37 | 92.99 | 90.86 | 93.52 | 91.12 | 90.90 | 92.31 |
| 699 | 372 | 48 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 90.31 | 89.94 | 94.66 | 91.73 | 89.92 | 90.53 | 90.87 | 91.12 | 93.33 | 90.84 | 91.95 | 90.66 | 91.89 | 92.05 | 92.73 | 91.23 | 91.16 | 91.49 | 92.00 | 91.41 | 92.31 | 92.62 | 91.51 | 91.99 | 91.49 |
| 716 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.96 | 92.72 | 91.17 | 89.73 | 93.65 | 90.70 | 90.49 | 92.25 | 92.79 | 91.75 | 93.65 | 92.09 | 92.67 | 91.15 | 92.00 | 90.41 | 91.22 | 93.43 | 91.33 | 93.01 | 93.36 | 94.39 | 91.79 | 91.40 | 91.60 |
| 717 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 94.15 | 92.22 | 89.03 | 93.33 | 91.41 | 93.85 | 89.81 | 91.88 | 92.13 | 92.04 | 91.75 | 89.83 | 92.40 | 92.72 | 92.51 | 92.19 | 93.57 | 93.73 | 90.48 | 93.48 | 91.19 | 92.72 | 91.93 | 91.82 | 93.00 |
| 718 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 93.61 | 92.24 | 94.61 | 93.01 | 94.78 | 91.16 | 94.37 | 91.81 | 91.55 | 91.60 | 91.28 | 91.51 | 91.28 | 92.26 | 91.40 | 92.08 | 93.18 | 94.16 | 93.94 | 92.44 | 92.71 | 92.01 | 92.95 | 93.27 | 93.37 |
| 719 | 372 | 48 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 92.26 | 91.81 | 90.92 | 90.37 | 92.35 | 92.81 | 91.92 | 91.74 | 92.48 | 91.35 | 90.52 | 91.83 | 88.50 | 92.29 | 89.68 | 91.11 | 92.43 | 91.33 | 92.56 | 92.40 | 92.96 | 94.81 | 92.61 | 92.29 | 91.05 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 556 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.01 | 90.31 | 88.43 | 89.38 | 89.31 | 91.60 | 90.89 | 89.11 | 88.88 | 91.04 | 89.69 | 89.04 | 90.70 | 88.71 | 89.27 | 90.42 | 89.88 | 90.28 | 89.14 | 89.55 | 90.64 | 90.16 | 89.29 | 90.50 | 90.07 |
| 557 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.41 | 89.28 | 89.66 | 89.80 | 89.73 | 90.01 | 88.53 | 89.54 | 89.99 | 89.56 | 90.96 | 90.51 | 90.28 | 89.91 | 89.57 | 89.14 | 88.90 | 90.28 | 91.32 | 89.77 | 90.72 | 90.41 | 89.24 | 89.94 | 90.39 |
| 558 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.31 | 89.54 | 89.46 | 90.68 | 90.59 | 90.75 | 90.12 | 89.24 | 90.65 | 88.14 | 90.60 | 90.92 | 89.95 | 89.72 | 90.99 | 90.18 | 89.91 | 89.39 | 90.97 | 90.53 | 90.60 | 88.26 | 89.90 | 88.99 | 88.30 |
| 559 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.96 | 90.77 | 90.23 | 90.32 | 88.92 | 90.59 | 89.82 | 88.99 | 91.56 | 89.13 | 90.11 | 90.81 | 90.73 | 90.14 | 88.58 | 90.18 | 89.11 | 90.35 | 90.57 | 89.58 | 89.90 | 88.90 | 89.52 | 89.22 | 89.59 |
| 618 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 89.17 | 91.00 | 90.45 | 89.74 | 88.22 | 89.91 | 90.09 | 89.92 | 90.16 | 89.67 | 90.82 | 91.91 | 90.22 | 89.36 | 89.97 | 90.64 | 89.36 | 89.47 | 90.72 | 89.24 | 88.77 | 89.66 | 89.04 | 89.04 | 88.02 |
| 619 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.58 | 89.75 | 89.99 | 89.98 | 89.69 | 90.35 | 88.07 | 90.53 | 90.16 | 91.20 | 90.63 | 90.52 | 91.14 | 89.26 | 89.53 | 89.76 | 89.48 | 90.73 | 90.47 | 89.61 | 89.23 | 90.65 | 88.32 | 87.96 | 88.31 |
| 676 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 90.06 | 89.91 | 90.02 | 89.52 | 88.55 | 90.29 | 90.66 | 89.86 | 90.44 | 89.12 | 90.14 | 89.67 | 89.57 | 89.84 | 88.56 | 90.07 | 89.61 | 89.41 | 90.59 | 90.42 | 91.38 | 89.39 | 88.61 | 90.48 | 90.02 |
| 677 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.22 | 89.48 | 89.28 | 91.14 | 90.42 | 91.70 | 89.60 | 90.16 | 89.98 | 89.79 | 89.54 | 90.81 | 91.27 | 90.45 | 88.31 | 90.37 | 90.82 | 89.05 | 89.76 | 91.04 | 88.56 | 88.38 | 87.39 | 87.98 | 88.47 |
| 679 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 88.30 | 89.80 | 88.60 | 90.59 | 90.88 | 91.12 | 89.73 | 89.47 | 89.30 | 89.14 | 89.23 | 90.66 | 89.34 | 88.72 | 89.66 | 90.10 | 89.02 | 88.92 | 90.82 | 89.56 | 90.19 | 90.60 | 88.46 | 90.47 | 89.66 |
| 376 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.15 | 88.23 | 89.60 | 89.33 | 89.69 | 89.46 | 90.04 | 91.18 | 90.27 | 89.22 | 90.70 | 89.95 | 90.40 | 89.82 | 89.79 | 90.08 | 89.26 | 89.35 | 90.14 | 90.13 | 89.71 | 90.46 | 90.87 | 89.83 | 88.23 |
| 377 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.93 | 91.14 | 88.00 | 89.37 | 90.55 | 89.44 | 88.91 | 90.43 | 89.62 | 89.93 | 90.88 | 90.65 | 88.63 | 88.78 | 89.22 | 89.44 | 90.59 | 90.30 | 90.41 | 90.81 | 90.49 | 90.22 | 88.95 | 89.04 | 88.29 |
| 378 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.12 | 90.51 | 88.91 | 90.08 | 92.07 | 89.56 | 90.24 | 89.93 | 87.78 | 89.51 | 91.31 | 89.32 | 90.81 | 89.52 | 88.42 | 90.10 | 89.93 | 90.47 | 89.79 | 89.37 | 89.89 | 88.36 | 90.87 | 88.51 | 89.61 |
| 379 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.22 | 89.84 | 90.69 | 90.72 | 90.47 | 91.43 | 90.88 | 88.90 | 88.78 | 88.50 | 90.81 | 89.96 | 90.70 | 88.83 | 89.35 | 90.18 | 89.90 | 89.84 | 90.29 | 89.83 | 90.62 | 89.59 | 89.34 | 87.91 | 89.09 |
| 438 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.96 | 90.54 | 88.74 | 90.12 | 90.76 | 90.14 | 90.29 | 89.78 | 89.01 | 90.34 | 90.91 | 91.52 | 89.40 | 91.16 | 89.55 | 90.18 | 89.40 | 90.51 | 89.20 | 87.77 | 90.47 | 90.16 | 89.87 | 90.87 | 88.27 |
| 497 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 89.08 | 90.19 | 88.74 | 90.39 | 89.42 | 88.87 | 88.31 | 91.22 | 89.80 | 90.37 | 90.20 | 90.89 | 89.31 | 90.35 | 89.76 | 90.72 | 89.25 | 89.44 | 89.46 | 89.71 | 90.25 | 90.05 | 88.41 | 89.34 | 89.25 |
| 576 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.87 | 91.21 | 88.90 | 89.58 | 90.71 | 90.18 | 91.33 | 89.68 | 89.20 | 90.33 | 89.41 | 89.56 | 89.38 | 90.05 | 89.20 | 89.34 | 91.42 | 90.64 | 89.74 | 89.10 | 88.96 | 87.81 | 89.14 | 89.69 | 89.03 |
| 577 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.60 | 89.12 | 89.45 | 88.94 | 90.84 | 89.84 | 90.08 | 90.43 | 89.00 | 89.87 | 90.20 | 90.35 | 90.58 | 91.36 | 89.10 | 91.00 | 89.69 | 89.84 | 90.72 | 89.34 | 89.38 | 89.63 | 90.61 | 88.41 | 90.34 |
| 578 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.95 | 88.88 | 89.88 | 89.84 | 89.99 | 90.59 | 89.33 | 90.72 | 90.40 | 88.36 | 90.80 | 90.52 | 89.79 | 90.81 | 89.11 | 91.56 | 88.86 | 90.57 | 90.98 | 89.07 | 91.09 | 88.54 | 89.76 | 89.10 | 91.35 |
| 579 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.41 | 90.13 | 91.36 | 89.03 | 89.38 | 90.20 | 90.01 | 89.66 | 90.17 | 90.16 | 90.08 | 89.17 | 89.84 | 87.51 | 88.29 | 89.91 | 90.95 | 91.34 | 89.37 | 91.52 | 89.53 | 89.89 | 89.99 | 91.35 | 90.29 |
| 637 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 89.10 | 88.98 | 89.03 | 89.16 | 89.56 | 90.16 | 89.25 | 90.38 | 89.07 | 90.29 | 89.53 | 90.62 | 89.35 | 88.83 | 89.51 | 90.61 | 88.68 | 90.27 | 89.03 | 90.54 | 90.43 | 90.97 | 89.86 | 90.82 | 90.29 |
| 396 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.43 | 89.34 | 89.68 | 90.42 | 89.78 | 90.09 | 90.90 | 88.91 | 90.15 | 89.62 | 89.42 | 90.23 | 90.72 | 89.55 | 87.75 | 90.16 | 90.01 | 90.29 | 90.29 | 90.20 | 91.42 | 87.84 | 89.32 | 90.33 | 91.35 |
| 397 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 87.45 | 90.64 | 89.70 | 88.97 | 88.97 | 90.27 | 90.18 | 89.40 | 89.39 | 89.82 | 91.06 | 89.60 | 89.75 | 90.25 | 89.99 | 91.17 | 90.14 | 88.78 | 90.87 | 90.15 | 89.02 | 88.91 | 90.46 | 89.42 | 89.76 |
| 398 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.18 | 90.68 | 87.89 | 90.38 | 89.97 | 91.06 | 90.52 | 89.50 | 89.26 | 88.57 | 90.14 | 90.67 | 90.71 | 90.26 | 90.09 | 90.17 | 88.85 | 90.46 | 90.94 | 90.34 | 90.69 | 90.24 | 89.18 | 90.58 | 90.35 |
| 399 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.63 | 90.50 | 88.56 | 89.15 | 89.20 | 89.93 | 90.25 | 89.72 | 89.61 | 90.20 | 89.85 | 89.94 | 91.05 | 90.04 | 89.22 | 89.96 | 89.87 | 90.49 | 90.20 | 89.46 | 90.44 | 88.85 | 91.18 | 89.02 | 89.05 |
| 456 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.43 | 90.18 | 89.24 | 90.74 | 90.26 | 90.22 | 89.82 | 88.95 | 89.25 | 89.26 | 91.40 | 90.56 | 90.71 | 89.64 | 89.11 | 90.27 | 88.03 | 89.54 | 91.02 | 89.73 | 90.13 | 88.96 | 88.49 | 89.31 | 89.42 |
| 458 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.20 | 89.70 | 89.29 | 90.28 | 88.72 | 89.46 | 89.56 | 90.36 | 90.06 | 89.57 | 90.22 | 90.30 | 90.40 | 89.00 | 89.36 | 90.71 | 90.76 | 89.33 | 90.63 | 89.78 | 89.92 | 89.16 | 89.31 | 89.37 | 90.13 |
| 459 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.16 | 89.72 | 90.98 | 90.71 | 88.80 | 90.41 | 90.62 | 90.11 | 88.38 | 88.94 | 91.38 | 89.66 | 91.62 | 88.88 | 90.69 | 90.29 | 89.30 | 89.23 | 90.33 | 89.00 | 90.86 | 89.51 | 90.25 | 90.68 | 90.75 |
| 596 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.54 | 88.49 | 89.64 | 90.05 | 88.34 | 89.85 | 89.72 | 89.79 | 90.22 | 88.90 | 89.88 | 90.42 | 89.29 | 88.88 | 90.43 | 89.18 | 90.13 | 91.03 | 90.48 | 90.16 | 91.78 | 89.59 | 89.77 | 89.83 | 89.47 |
| 598 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.84 | 89.20 | 89.34 | 89.35 | 89.53 | 90.49 | 89.74 | 89.93 | 90.60 | 90.29 | 90.92 | 91.60 | 89.43 | 89.63 | 89.80 | 89.58 | 88.64 | 90.42 | 90.80 | 90.53 | 89.99 | 88.70 | 89.33 | 89.87 | 88.75 |
| 599 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.30 | 90.56 | 89.13 | 89.71 | 90.15 | 90.53 | 89.77 | 90.03 | 89.53 | 89.12 | 91.33 | 90.99 | 90.15 | 90.22 | 89.40 | 89.60 | 89.76 | 90.61 | 90.34 | 90.72 | 90.13 | 89.33 | 90.30 | 90.25 | 90.32 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 90.42 | 90.95 | 88.83 | 89.92 | 89.15 | 90.28 | 89.90 | 90.47 | 90.11 | 90.03 | 91.03 | 89.58 | 89.93 | 89.09 | 88.03 | 88.43 | 89.65 | 89.74 | 88.82 | 90.64 | 90.80 | 87.58 | 89.56 | 90.03 | 90.06 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.81 | 91.44 | 89.74 | 89.21 | 89.00 | 89.06 | 89.64 | 90.57 | 89.43 | 89.14 | 90.94 | 89.70 | 90.38 | 90.08 | 90.46 | 90.59 | 90.21 | 90.90 | 89.45 | 91.84 | 88.40 | 90.30 | 90.35 | 87.74 | 91.18 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.70 | 90.25 | 88.90 | 89.63 | 88.98 | 91.45 | 87.97 | 87.92 | 88.93 | 89.38 | 91.98 | 89.60 | 90.41 | 89.25 | 90.62 | 90.14 | 88.71 | 89.88 | 90.45 | 90.98 | 91.52 | 89.60 | 89.93 | 91.65 | 88.80 |
| 416 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.73 | 89.82 | 90.14 | 90.06 | 88.85 | 89.69 | 89.63 | 89.44 | 90.58 | 88.36 | 90.59 | 90.62 | 90.51 | 90.88 | 88.66 | 89.29 | 90.05 | 89.62 | 90.63 | 89.42 | 90.80 | 89.85 | 87.79 | 89.77 | 89.83 |
| 418 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.61 | 89.61 | 89.20 | 91.19 | 89.71 | 88.74 | 89.15 | 89.06 | 89.93 | 88.93 | 90.55 | 89.71 | 89.17 | 90.62 | 90.27 | 90.41 | 89.36 | 89.96 | 89.82 | 89.36 | 90.94 | 90.40 | 91.14 | 90.47 | 89.60 |
| 419 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.89 | 89.40 | 90.30 | 89.39 | 88.84 | 91.49 | 90.32 | 89.66 | 89.19 | 89.01 | 89.80 | 91.29 | 89.85 | 89.55 | 88.33 | 89.53 | 90.20 | 90.32 | 91.34 | 90.91 | 91.17 | 90.57 | 88.89 | 89.68 | 89.65 |
| 477 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 89.37 | 90.85 | 89.03 | 90.84 | 88.91 | 90.67 | 89.93 | 90.09 | 90.22 | 89.63 | 90.28 | 90.29 | 88.73 | 90.11 | 89.33 | 89.35 | 88.74 | 89.82 | 89.95 | 89.57 | 89.26 | 90.29 | 89.55 | 89.46 | 89.65 |
| 478 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 89.68 | 89.14 | 89.95 | 88.47 | 89.32 | 89.82 | 89.91 | 90.21 | 90.60 | 89.53 | 90.73 | 90.14 | 89.19 | 87.54 | 91.81 | 90.65 | 88.32 | 89.74 | 89.50 | 90.47 | 89.46 | 90.86 | 90.51 | 90.30 | 89.06 |
Size of the All data: (144, 28)
Size of the Sig data: (38, 28)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.20 | 91.70 | 91.28 | 90.28 | 92.09 | 91.78 | 93.90 | 91.53 | 90.40 | 91.35 | 90.60 | 89.57 | 91.03 | 91.40 | 91.38 | 91.77 | 91.10 | 91.95 | 89.03 | 91.73 | 91.18 | 91.10 | 92.96 | 92.49 | 92.70 |
| 9 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.02 | 90.59 | 90.01 | 90.82 | 90.20 | 91.18 | 90.62 | 89.05 | 91.81 | 91.28 | 91.84 | 92.33 | 91.54 | 90.82 | 92.56 | 91.12 | 90.53 | 92.58 | 92.99 | 93.15 | 93.58 | 92.37 | 91.99 | 90.73 | 91.22 |
| 12 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.09 | 90.59 | 91.71 | 90.86 | 91.72 | 91.85 | 89.61 | 91.40 | 91.69 | 89.81 | 90.65 | 88.79 | 91.55 | 89.63 | 90.63 | 91.08 | 93.27 | 89.76 | 92.93 | 91.71 | 92.04 | 91.74 | 93.28 | 90.54 | 89.57 |
| 11 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.15 | 92.25 | 91.25 | 91.52 | 91.79 | 92.42 | 90.21 | 89.65 | 92.76 | 90.83 | 90.99 | 89.84 | 91.20 | 90.98 | 88.83 | 92.17 | 91.95 | 91.69 | 93.81 | 93.35 | 90.83 | 92.05 | 92.46 | 90.71 | 89.03 |
| 24 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 90.29 | 91.51 | 90.58 | 92.03 | 90.09 | 90.70 | 91.39 | 90.43 | 91.10 | 92.03 | 91.25 | 90.19 | 90.96 | 91.89 | 91.77 | 91.62 | 92.56 | 93.07 | 91.81 | 94.25 | 91.62 | 94.51 | 91.28 | 92.81 | 92.14 |
| 23 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.06 | 92.48 | 92.35 | 92.24 | 90.48 | 93.12 | 90.18 | 93.80 | 92.49 | 93.22 | 92.77 | 89.66 | 92.78 | 92.47 | 90.55 | 92.29 | 92.84 | 91.43 | 93.26 | 91.73 | 91.82 | 93.21 | 92.06 | 91.53 | 90.69 |
| 14 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 92.49 | 90.59 | 90.88 | 89.41 | 88.91 | 90.47 | 92.12 | 90.52 | 91.39 | 89.55 | 90.91 | 91.15 | 90.47 | 90.25 | 90.08 | 90.20 | 91.60 | 91.59 | 90.82 | 91.58 | 91.49 | 91.89 | 91.45 | 92.81 | 89.83 |
| 29 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.78 | 93.32 | 91.99 | 92.68 | 92.09 | 90.58 | 93.35 | 89.86 | 92.29 | 92.56 | 91.98 | 91.00 | 90.80 | 89.83 | 89.11 | 91.36 | 92.67 | 92.03 | 92.00 | 92.11 | 92.03 | 90.14 | 90.02 | 90.80 | 92.22 |
| 37 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 91.56 | 90.77 | 92.34 | 91.19 | 90.73 | 91.20 | 92.67 | 91.16 | 92.49 | 89.86 | 89.98 | 90.00 | 90.63 | 90.94 | 90.38 | 92.37 | 91.99 | 90.80 | 93.87 | 92.43 | 90.89 | 92.21 | 92.01 | 90.03 | 91.77 |
| 16 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.11 | 91.04 | 91.12 | 90.18 | 90.95 | 91.83 | 91.13 | 90.92 | 90.81 | 92.60 | 93.07 | 89.56 | 90.95 | 91.71 | 91.40 | 93.63 | 91.00 | 92.80 | 92.65 | 92.80 | 92.40 | 93.05 | 92.41 | 91.81 | 92.52 |
| 33 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.08 | 92.45 | 90.32 | 90.02 | 93.54 | 90.53 | 90.90 | 91.89 | 90.33 | 91.96 | 92.78 | 90.78 | 88.96 | 91.96 | 90.69 | 88.75 | 91.49 | 91.62 | 92.95 | 91.59 | 91.97 | 91.86 | 91.06 | 90.95 | 88.50 |
| 34 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.21 | 92.42 | 90.65 | 91.57 | 92.48 | 90.52 | 91.66 | 91.32 | 89.48 | 91.23 | 92.37 | 90.82 | 91.06 | 90.29 | 92.13 | 90.86 | 91.33 | 92.76 | 93.25 | 92.51 | 92.56 | 92.41 | 92.13 | 91.85 | 91.73 |
| 17 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.54 | 90.00 | 91.23 | 92.21 | 90.73 | 93.38 | 91.62 | 90.42 | 88.11 | 91.28 | 92.29 | 89.30 | 90.42 | 92.75 | 89.50 | 90.97 | 93.05 | 90.08 | 93.13 | 90.67 | 91.79 | 89.62 | 91.12 | 92.24 | 89.54 |
| 8 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.52 | 93.66 | 90.53 | 90.76 | 92.30 | 92.73 | 91.89 | 91.06 | 92.60 | 94.05 | 90.99 | 89.84 | 89.80 | 91.97 | 91.59 | 91.77 | 92.32 | 92.77 | 93.20 | 91.69 | 90.51 | 93.60 | 92.21 | 93.02 | 91.48 |
| 35 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 90.30 | 89.48 | 89.76 | 90.57 | 93.32 | 88.84 | 88.50 | 92.05 | 90.57 | 91.16 | 90.51 | 91.38 | 90.75 | 92.48 | 91.29 | 89.61 | 92.61 | 89.71 | 91.87 | 91.60 | 91.37 | 91.91 | 92.33 | 87.93 | 92.15 |
| 25 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.30 | 92.06 | 94.46 | 91.12 | 92.30 | 91.76 | 91.24 | 89.95 | 91.61 | 92.15 | 90.06 | 90.02 | 91.93 | 92.42 | 89.60 | 91.32 | 91.55 | 91.29 | 93.63 | 91.77 | 92.04 | 91.66 | 92.07 | 92.16 | 92.52 |
| 10 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.73 | 88.41 | 91.46 | 90.65 | 90.59 | 91.43 | 92.59 | 92.05 | 90.97 | 90.99 | 92.64 | 91.47 | 91.29 | 92.14 | 93.33 | 91.59 | 92.38 | 92.11 | 93.53 | 92.47 | 92.38 | 94.36 | 92.28 | 91.61 | 90.97 |
| 3 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.80 | 91.48 | 90.43 | 92.83 | 91.48 | 90.48 | 90.04 | 92.33 | 91.73 | 92.71 | 94.27 | 90.25 | 90.76 | 91.91 | 91.29 | 91.68 | 92.51 | 91.78 | 92.88 | 93.81 | 92.93 | 93.16 | 92.73 | 93.28 | 93.27 |
| 6 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.58 | 92.02 | 92.36 | 91.26 | 91.85 | 90.84 | 89.55 | 91.52 | 92.51 | 92.60 | 91.66 | 88.42 | 91.36 | 88.93 | 91.81 | 91.18 | 92.04 | 92.02 | 92.46 | 93.08 | 93.75 | 93.92 | 92.71 | 93.76 | 91.81 |
| 27 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 90.74 | 90.56 | 90.65 | 91.91 | 91.92 | 90.65 | 90.52 | 91.68 | 91.80 | 91.37 | 91.29 | 91.14 | 92.37 | 91.39 | 91.53 | 91.27 | 91.88 | 91.38 | 93.16 | 93.62 | 91.92 | 93.02 | 93.04 | 93.55 | 91.85 |
| 7 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 92.27 | 92.77 | 92.46 | 92.55 | 90.34 | 91.32 | 91.58 | 92.50 | 93.47 | 91.97 | 90.77 | 91.49 | 91.74 | 91.36 | 91.64 | 90.83 | 93.38 | 92.62 | 93.02 | 92.94 | 92.69 | 92.52 | 93.77 | 90.95 |
| 28 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.68 | 92.68 | 92.78 | 93.61 | 91.83 | 91.77 | 91.25 | 91.13 | 91.87 | 89.58 | 91.71 | 91.53 | 90.74 | 90.56 | 92.35 | 91.20 | 90.24 | 93.69 | 92.36 | 92.41 | 93.09 | 93.10 | 93.06 | 91.93 | 91.98 |
| 0 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.63 | 90.84 | 91.51 | 91.44 | 90.55 | 91.80 | 91.18 | 91.99 | 93.47 | 90.02 | 91.44 | 90.75 | 91.38 | 92.98 | 90.35 | 89.74 | 92.28 | 90.52 | 91.53 | 92.41 | 91.52 | 94.80 | 92.09 | 92.35 | 91.36 |
| 26 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 93.71 | 91.32 | 91.82 | 92.03 | 92.97 | 91.53 | 91.87 | 91.65 | 89.53 | 93.53 | 92.31 | 91.93 | 91.73 | 92.16 | 91.48 | 90.83 | 93.30 | 92.49 | 93.81 | 93.69 | 92.25 | 92.81 | 93.55 | 93.34 | 93.39 |
| 36 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 88.84 | 92.27 | 92.92 | 92.16 | 92.59 | 90.59 | 93.01 | 90.12 | 93.21 | 91.67 | 93.06 | 92.61 | 90.43 | 91.62 | 90.85 | 92.13 | 92.27 | 92.68 | 92.46 | 92.14 | 91.60 | 94.19 | 92.68 | 93.20 | 92.05 |
| 20 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 92.73 | 91.45 | 92.50 | 90.84 | 92.49 | 90.38 | 93.66 | 91.11 | 91.68 | 92.19 | 92.61 | 91.34 | 92.96 | 91.77 | 91.23 | 92.70 | 94.52 | 91.49 | 93.28 | 92.13 | 92.63 | 93.32 | 93.79 | 92.12 | 90.80 |
| 2 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.52 | 92.60 | 93.34 | 91.82 | 92.11 | 90.38 | 91.20 | 94.88 | 90.11 | 91.39 | 92.88 | 91.16 | 90.93 | 93.11 | 91.93 | 92.33 | 93.51 | 90.69 | 90.73 | 91.14 | 92.38 | 93.88 | 92.13 | 92.19 | 92.17 |
| 31 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.50 | 92.11 | 91.99 | 91.95 | 92.32 | 91.70 | 91.26 | 92.28 | 91.78 | 92.73 | 92.32 | 91.10 | 91.48 | 92.19 | 92.28 | 91.81 | 91.25 | 91.30 | 93.46 | 90.52 | 92.38 | 94.76 | 92.52 | 92.38 | 92.60 |
| 13 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.61 | 91.53 | 92.48 | 93.07 | 91.30 | 92.65 | 92.43 | 92.30 | 92.40 | 89.90 | 93.79 | 90.34 | 92.69 | 93.44 | 90.57 | 92.18 | 92.66 | 93.61 | 92.24 | 92.11 | 91.99 | 93.50 | 92.23 | 93.52 | 92.93 |
| 1 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.53 | 92.11 | 90.73 | 94.32 | 92.02 | 91.84 | 92.81 | 90.75 | 91.55 | 92.62 | 93.54 | 91.79 | 91.40 | 92.30 | 93.82 | 92.47 | 90.79 | 92.33 | 91.90 | 92.96 | 93.54 | 93.22 | 92.27 | 94.09 | 92.17 |
| 32 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 92.82 | 92.19 | 92.39 | 92.80 | 92.30 | 91.25 | 92.34 | 94.33 | 92.12 | 92.11 | 90.11 | 89.67 | 89.70 | 93.15 | 91.39 | 91.14 | 92.74 | 91.80 | 93.07 | 93.44 | 93.46 | 92.96 | 92.51 | 94.85 | 91.60 |
| 5 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.84 | 93.26 | 92.88 | 90.22 | 91.49 | 92.27 | 91.99 | 91.87 | 91.50 | 92.60 | 94.00 | 89.30 | 93.86 | 91.97 | 93.42 | 93.75 | 91.06 | 92.65 | 93.19 | 92.94 | 91.32 | 94.11 | 93.41 | 90.60 | 92.37 |
| 18 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.19 | 93.68 | 92.84 | 91.89 | 92.88 | 93.33 | 90.96 | 91.55 | 91.33 | 91.38 | 93.21 | 91.57 | 92.30 | 91.21 | 91.11 | 91.93 | 92.86 | 92.69 | 91.62 | 91.51 | 93.07 | 92.35 | 94.04 | 92.42 | 91.36 |
| 19 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.86 | 91.07 | 93.96 | 91.67 | 92.52 | 93.27 | 91.33 | 93.29 | 90.91 | 92.79 | 91.75 | 91.50 | 91.57 | 93.39 | 90.76 | 92.21 | 92.84 | 91.59 | 93.93 | 94.45 | 92.75 | 93.31 | 92.41 | 93.70 | 91.10 |
| 15 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.24 | 88.67 | 93.39 | 91.27 | 92.17 | 91.76 | 91.25 | 91.91 | 91.76 | 93.37 | 91.49 | 92.06 | 93.82 | 92.69 | 90.23 | 92.91 | 91.94 | 91.97 | 93.00 | 93.94 | 94.14 | 93.57 | 93.28 | 92.89 | 92.30 |
| 4 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.59 | 92.22 | 93.07 | 90.92 | 92.88 | 92.41 | 90.63 | 91.07 | 90.27 | 91.28 | 90.75 | 91.79 | 91.96 | 92.33 | 92.82 | 93.23 | 93.50 | 93.25 | 93.55 | 92.86 | 92.81 | 94.01 | 92.65 | 92.32 | 92.95 |
| 30 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 90.24 | 92.67 | 92.27 | 92.16 | 92.73 | 91.01 | 91.49 | 90.30 | 91.13 | 91.38 | 92.43 | 90.31 | 90.80 | 92.38 | 92.54 | 92.20 | 93.05 | 91.61 | 93.57 | 93.20 | 93.51 | 94.27 | 93.02 | 93.54 | 92.16 |
| 22 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 91.52 | 91.45 | 93.03 | 90.65 | 91.32 | 92.54 | 92.93 | 93.89 | 92.27 | 92.60 | 92.17 | 89.17 | 92.75 | 90.96 | 92.51 | 92.81 | 92.78 | 95.03 | 91.50 | 92.84 | 92.07 | 93.86 | 92.49 | 93.63 | 90.61 |
Size of the test data: (38, 33)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 677 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.56 | 3.84 | 2.71 | 1.54 | 1.67 | -1.12 | 3.75 | -0.30 | 2.31 | 2.77 | 2.44 | 0.19 | -0.47 | -0.62 | 0.80 | 0.99 | 1.85 | 2.98 | 2.24 | 1.07 | 3.47 | 1.76 | 2.63 | 2.82 | 3.75 | 4 |
| 558 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.78 | 1.05 | 2.25 | 0.18 | 1.13 | 1.10 | -0.51 | 2.16 | 1.04 | 1.67 | 0.05 | -2.13 | 1.60 | -0.09 | -0.36 | 0.90 | 3.36 | 0.37 | 1.96 | 1.18 | 1.44 | 3.48 | 3.38 | 1.55 | 1.27 | 4 |
| 497 | 372 | 48 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.22 | -0.71 | 1.02 | 0.18 | 3.90 | -0.03 | 0.19 | 0.83 | 0.77 | 0.79 | 0.31 | 0.49 | 1.44 | 2.13 | 1.53 | -1.11 | 3.36 | 0.27 | 2.41 | 1.89 | 1.12 | 1.86 | 3.92 | -1.41 | 2.90 | 4 |
| 376 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -1.04 | 2.81 | 1.52 | 0.85 | 1.26 | 2.37 | 1.09 | -0.26 | 0.54 | 3.38 | 2.37 | -0.39 | 0.55 | 1.89 | 1.61 | 3.55 | 1.74 | 3.45 | 2.51 | 2.67 | 2.69 | 2.59 | 1.54 | 1.98 | 4.29 | 3 |
| 379 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.32 | 0.16 | 0.54 | 1.49 | 0.26 | 1.95 | 0.74 | 1.52 | -0.67 | 2.78 | 1.48 | -0.66 | -0.28 | 3.92 | 0.15 | 0.79 | 3.15 | 0.24 | 2.84 | 0.84 | 1.17 | 0.03 | 1.78 | 4.33 | 0.45 | 3 |
| 679 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.26 | 0.97 | 3.74 | 0.60 | -0.15 | 0.08 | 2.94 | 1.69 | 3.19 | 0.72 | 0.75 | -0.66 | 1.29 | 2.22 | 0.72 | 2.27 | 2.97 | 1.88 | 3.05 | 2.87 | 0.70 | 1.61 | 3.55 | -0.44 | 2.11 | 3 |
| 578 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.15 | 2.60 | 0.55 | 2.99 | 1.49 | -0.11 | 0.71 | 1.61 | 1.33 | 4.35 | 3.47 | -0.27 | 0.97 | 1.10 | 2.18 | 0.12 | 3.65 | 1.21 | 1.90 | 4.74 | 1.84 | 4.62 | 2.97 | 4.18 | 1.92 | 3 |
| 676 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.43 | 0.68 | 0.86 | -0.11 | 0.36 | 0.18 | 1.46 | 0.66 | 0.95 | 0.43 | 0.77 | 1.48 | 0.90 | 0.41 | 1.52 | 0.13 | 1.99 | 2.18 | 0.23 | 1.16 | 0.11 | 2.50 | 2.84 | 2.33 | -0.19 | 2 |
| 619 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.52 | 2.73 | 2.36 | 2.26 | 0.79 | 2.77 | 2.11 | 3.27 | 2.33 | 2.02 | 2.14 | -0.86 | 1.64 | 3.21 | 1.02 | 2.53 | 3.36 | 0.70 | 2.79 | 2.12 | 2.59 | 2.56 | 3.74 | 3.57 | 2.38 | 2 |
| 579 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.17 | 1.89 | 1.00 | 2.23 | 2.47 | 0.64 | -0.46 | 1.86 | 2.34 | 2.44 | 1.58 | -0.75 | 1.52 | 1.42 | 3.52 | 1.27 | 1.09 | 0.68 | 3.09 | 1.56 | 4.22 | 4.03 | 2.72 | 2.41 | 1.52 | 2 |
| 656 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.40 | 1.24 | 3.56 | 2.88 | 3.15 | 0.97 | 2.44 | 3.86 | 2.01 | 2.08 | -0.92 | 0.09 | -0.23 | 4.06 | 3.36 | 2.71 | 3.09 | 2.06 | 4.25 | 2.80 | 2.66 | 5.38 | 2.95 | 4.82 | 1.54 | 2 |
| 418 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.63 | -0.94 | 4.19 | 0.08 | 2.46 | 3.02 | 2.10 | 2.85 | 1.83 | 4.44 | 0.94 | 2.35 | 4.65 | 2.07 | -0.04 | 2.50 | 2.58 | 2.01 | 3.18 | 4.58 | 3.20 | 3.17 | 2.14 | 2.42 | 2.70 | 2 |
| 598 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.77 | 2.33 | 3.14 | 3.72 | 1.77 | 2.16 | 2.69 | 2.37 | 1.80 | -0.39 | 2.87 | -1.26 | 3.26 | 3.81 | 0.77 | 2.60 | 4.02 | 3.19 | 1.44 | 1.58 | 2.00 | 4.80 | 2.90 | 3.65 | 4.18 | 2 |
| 559 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.19 | 1.48 | 1.02 | 1.20 | 2.87 | 1.83 | 0.39 | 0.66 | 1.20 | 1.70 | 0.88 | -0.97 | 0.47 | 0.84 | 0.25 | 1.99 | 2.84 | 1.34 | 3.24 | 3.77 | 0.93 | 3.15 | 2.94 | 1.49 | -0.56 | 2 |
| 459 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.36 | 2.88 | 2.36 | 1.11 | 3.31 | -0.03 | 0.58 | 4.77 | 1.73 | 2.45 | 1.50 | 1.50 | -0.69 | 4.23 | 1.24 | 2.04 | 4.21 | 1.46 | 0.40 | 2.14 | 1.52 | 4.37 | 1.88 | 1.51 | 1.42 | 2 |
| 577 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.13 | -0.71 | 2.01 | 1.71 | -0.25 | 1.59 | 2.51 | 1.62 | 1.97 | 1.12 | 2.44 | 1.12 | 0.71 | 0.78 | 4.23 | 0.59 | 2.69 | 2.27 | 2.81 | 3.13 | 3.00 | 4.73 | 1.67 | 3.20 | 0.63 | 2 |
| 456 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.41 | 2.09 | 3.68 | 1.42 | 2.33 | 0.37 | 3.19 | 1.17 | 3.96 | 2.41 | 1.66 | 2.05 | -0.28 | 1.98 | 1.74 | 1.86 | 4.24 | 3.14 | 1.44 | 2.41 | 1.47 | 5.23 | 4.19 | 3.89 | 2.63 | 1 |
| 556 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.19 | 1.39 | 2.85 | 0.90 | 2.78 | 0.18 | 3.01 | 2.42 | 1.52 | 0.31 | 0.91 | 0.53 | 0.33 | 2.69 | 2.11 | 1.35 | 1.22 | 1.67 | -0.11 | 2.18 | 0.54 | 0.94 | 3.67 | 1.99 | 2.63 | 1 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.03 | 1.82 | 3.14 | 1.01 | 2.49 | 3.21 | 2.35 | 1.30 | 2.07 | 3.46 | 3.06 | -0.40 | 3.48 | 1.89 | 2.96 | 3.16 | 0.85 | 1.75 | 3.74 | 1.10 | 2.92 | 3.81 | 3.06 | 2.86 | 1.19 | 1 |
| 398 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.45 | 0.16 | 3.62 | 1.06 | 0.58 | 0.74 | 0.66 | 2.49 | 4.21 | 1.45 | 1.30 | 0.08 | 0.67 | 2.72 | 0.26 | -0.43 | 3.43 | 0.06 | 0.59 | 2.07 | 0.83 | 4.56 | 2.91 | 1.77 | 1.01 | 1 |
| 399 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.08 | 0.82 | 3.26 | 2.88 | 3.77 | 1.60 | 1.62 | 1.93 | -0.08 | 3.33 | 2.46 | 1.99 | 0.68 | 2.12 | 2.26 | 0.87 | 3.43 | 2.00 | 3.61 | 4.23 | 1.81 | 3.96 | 2.37 | 4.32 | 4.34 | 1 |
| 478 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.84 | 2.31 | 3.08 | 2.18 | 2.00 | 2.72 | 3.02 | 3.68 | 1.67 | 3.07 | 1.44 | -0.97 | 3.56 | 3.42 | 0.70 | 2.16 | 4.46 | 5.29 | 2.00 | 2.37 | 2.61 | 3.00 | 1.98 | 3.33 | 1.55 | 1 |
| 397 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.23 | 2.04 | 3.08 | 4.64 | 2.86 | 1.50 | 1.07 | 1.73 | 2.48 | -0.24 | 0.65 | 1.93 | 0.99 | 0.31 | 2.36 | 0.03 | 0.10 | 4.91 | 1.49 | 2.26 | 4.07 | 4.19 | 2.60 | 2.51 | 2.22 | 1 |
| 396 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.35 | 2.93 | 3.09 | 2.04 | 2.77 | 0.25 | 0.42 | 2.67 | 2.35 | 3.85 | 2.55 | 0.54 | 0.77 | 2.19 | 3.61 | 1.48 | 0.82 | 3.09 | 2.33 | 2.82 | 1.52 | 4.85 | 3.20 | 3.44 | -0.40 | 1 |
| 557 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.61 | 1.31 | 0.35 | 1.02 | 0.47 | 1.17 | 2.09 | -0.49 | 1.82 | 1.72 | 0.88 | 1.82 | 1.26 | 0.91 | 2.99 | 1.98 | 1.63 | 2.30 | 1.67 | 3.38 | 2.86 | 1.96 | 2.75 | 0.79 | 0.83 | 1 |
| 576 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.43 | 0.85 | 5.56 | 1.54 | 1.59 | 1.58 | -0.09 | 0.27 | 2.41 | 1.82 | 0.65 | 0.46 | 2.55 | 2.37 | 0.40 | 1.98 | 0.13 | 0.65 | 3.89 | 2.67 | 3.08 | 3.85 | 2.93 | 2.47 | 3.49 | 1 |
| 438 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.56 | 3.12 | 1.79 | 0.64 | 1.54 | 2.59 | 1.60 | 1.28 | 3.59 | 3.71 | 0.08 | -1.68 | 0.40 | 0.81 | 2.04 | 1.59 | 2.92 | 2.26 | 4.00 | 3.92 | 0.04 | 3.44 | 2.34 | 2.15 | 3.21 | 1 |
| 377 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.15 | 1.31 | 2.32 | 0.65 | 2.99 | 1.09 | 1.99 | 1.46 | 0.71 | 2.03 | 1.90 | 0.13 | 0.33 | 3.18 | 1.47 | -0.69 | 0.90 | 1.32 | 2.54 | 0.78 | 1.48 | 1.64 | 2.11 | 1.91 | 0.21 | 1 |
| 618 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.12 | 0.51 | 0.13 | 2.29 | 1.87 | 0.79 | 1.30 | 0.51 | 0.94 | 2.36 | 0.43 | -1.72 | 0.74 | 2.53 | 1.80 | 0.98 | 3.20 | 3.60 | 1.09 | 5.01 | 2.85 | 4.85 | 2.24 | 3.77 | 4.12 | 1 |
| 458 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.53 | 1.75 | 3.21 | 0.56 | 3.77 | 0.92 | 4.10 | 0.75 | 1.62 | 2.62 | 2.39 | 1.04 | 2.56 | 2.77 | 1.87 | 1.99 | 3.76 | 2.16 | 2.65 | 2.35 | 2.71 | 4.16 | 4.48 | 2.75 | 0.67 | 0 |
| 596 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.96 | 3.62 | 2.35 | 1.90 | 3.98 | 1.85 | 1.54 | 2.49 | 1.56 | 3.83 | 2.44 | 0.68 | 2.19 | 3.31 | 1.85 | 2.63 | 1.12 | 0.27 | 2.98 | 0.36 | 0.60 | 5.17 | 2.75 | 2.55 | 3.13 | 0 |
| 599 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.23 | 1.55 | 1.60 | 4.61 | 1.87 | 1.31 | 3.04 | 0.72 | 2.02 | 3.50 | 2.21 | 0.80 | 1.25 | 2.08 | 4.42 | 2.87 | 1.03 | 1.72 | 1.56 | 2.24 | 3.41 | 3.89 | 1.97 | 3.84 | 1.85 | 0 |
| 378 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.09 | 1.91 | 1.74 | 1.49 | 0.41 | 0.96 | 1.42 | 1.39 | 1.70 | 1.72 | 1.06 | 1.50 | 0.25 | 0.77 | 3.71 | 0.76 | 1.40 | 2.29 | 3.46 | 3.14 | 2.67 | 4.05 | 1.26 | 3.34 | 2.12 | 0 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.49 | 3.43 | 3.94 | 2.26 | 3.90 | 1.88 | 2.99 | 3.63 | 2.40 | 2.00 | 1.23 | 1.97 | 1.89 | 1.96 | 0.49 | 1.79 | 4.15 | 2.81 | 1.17 | 0.53 | 1.55 | 2.75 | 4.11 | 0.77 | 2.56 | 0 |
| 416 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.13 | 1.25 | 3.82 | 1.61 | 3.67 | 3.58 | 1.70 | 3.85 | 0.33 | 4.43 | 1.16 | 0.88 | 1.06 | 2.51 | 2.10 | 2.92 | 2.79 | 1.97 | 3.30 | 5.03 | 1.95 | 3.46 | 4.62 | 3.93 | 1.27 | 0 |
| 419 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.70 | 2.82 | 2.77 | 1.53 | 4.04 | 0.92 | 0.31 | 1.41 | 1.08 | 2.27 | 0.95 | 0.50 | 2.11 | 2.78 | 4.49 | 3.70 | 3.30 | 2.93 | 2.21 | 1.95 | 1.64 | 3.44 | 3.76 | 2.64 | 3.30 | 0 |
| 477 | 372 | 48 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.87 | 1.82 | 3.24 | 1.32 | 3.82 | 0.34 | 1.56 | 0.21 | 0.91 | 1.75 | 2.15 | 0.02 | 2.07 | 2.27 | 3.21 | 2.85 | 4.31 | 1.79 | 3.62 | 3.63 | 4.25 | 3.98 | 3.47 | 4.08 | 2.51 | 0 |
| 637 | 372 | 48 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.64 | 1.58 | 1.62 | 2.75 | 2.36 | 0.49 | 1.27 | 1.30 | 2.73 | 1.08 | 1.76 | 0.52 | 3.02 | 2.56 | 2.02 | 0.66 | 3.20 | 1.11 | 4.13 | 3.08 | 1.49 | 2.05 | 3.18 | 2.73 | 1.56 | 0 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_11 | 90.475000 | 0.651006 |
| mAP_valid_abs_values_12 | 90.322632 | 0.679088 |
| mAP_valid_abs_values_6 | 90.255263 | 0.729242 |
| mAP_valid_abs_values_19 | 90.246053 | 0.658990 |
| mAP_valid_abs_values_22 | 90.198421 | 0.851433 |
| mAP_valid_abs_values_16 | 90.091053 | 0.617601 |
| mAP_valid_abs_values_13 | 90.089211 | 0.725971 |
| mAP_valid_abs_values_18 | 90.016053 | 0.614270 |
| mAP_valid_abs_values_21 | 89.993421 | 0.786921 |
| mAP_valid_abs_values_2 | 89.975789 | 0.778271 |
| mAP_valid_abs_values_4 | 89.899474 | 0.665960 |
| mAP_valid_abs_values_7 | 89.834474 | 0.759245 |
| mAP_valid_abs_values_8 | 89.822368 | 0.674202 |
| mAP_valid_abs_values_9 | 89.727895 | 0.738553 |
| mAP_valid_abs_values_25 | 89.663421 | 0.953331 |
| mAP_valid_abs_values_14 | 89.647368 | 0.862334 |
| mAP_valid_abs_values_5 | 89.637632 | 0.839216 |
| mAP_valid_abs_values_17 | 89.598684 | 0.756665 |
| mAP_valid_abs_values_26 | 89.580263 | 0.890091 |
| mAP_valid_abs_values_24 | 89.546053 | 0.892702 |
| mAP_valid_abs_values_23 | 89.542895 | 0.908741 |
| mAP_valid_abs_values_10 | 89.525526 | 0.712979 |
| mAP_valid_abs_values_15 | 89.449737 | 0.862340 |
| mAP_valid_abs_values_3 | 89.446316 | 0.765744 |
| mAP_valid_abs_values | 89.388947 | 0.799553 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.960526 | 1.190718 |
| mAP_test_abs_values_19 | 92.659211 | 1.028161 |
| mAP_test_abs_values_21 | 92.509474 | 0.949577 |
| mAP_test_abs_values_24 | 92.427632 | 0.781009 |
| mAP_test_abs_values_25 | 92.301316 | 1.352016 |
| mAP_test_abs_values_22 | 92.277632 | 0.868358 |
| mAP_test_abs_values_17 | 92.186579 | 0.945002 |
| mAP_test_abs_values_18 | 91.999737 | 1.105146 |
| mAP_test_abs_values_11 | 91.958947 | 1.114120 |
| mAP_test_abs_values_3 | 91.895526 | 1.139748 |
| average_map | 91.827579 | 0.448239 |
| mAP_test_abs_values_5 | 91.804737 | 0.991013 |
| mAP_test_abs_values_10 | 91.768421 | 1.171519 |
| mAP_test_abs_values_14 | 91.739737 | 1.055427 |
| mAP_test_abs_values_16 | 91.679474 | 1.041519 |
| mAP_test_abs_values_2 | 91.625526 | 1.215663 |
| mAP_test_abs_values_26 | 91.588421 | 1.145026 |
| mAP_test_abs_values_4 | 91.562895 | 1.038707 |
| mAP_test_abs_values_8 | 91.541842 | 1.270616 |
| mAP_test_abs_values_6 | 91.502895 | 1.019992 |
| mAP_test_abs_values_7 | 91.489474 | 1.170297 |
| mAP_test_abs_values_9 | 91.482368 | 1.095108 |
| mAP_test_abs_values_13 | 91.384211 | 1.038930 |
| mAP_test_abs_values | 91.378421 | 1.413370 |
| mAP_test_abs_values_15 | 91.327632 | 1.156935 |
| mAP_test_abs_values_12 | 90.636842 | 1.031019 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 556 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.01 | 90.31 | 88.43 | 89.38 | 89.31 | 91.60 | 90.89 | 89.11 | 88.88 | 91.04 | 89.69 | 89.04 | 90.70 | 88.71 | 89.27 | 90.42 | 89.88 | 90.28 | 89.14 | 89.55 | 90.64 | 90.16 | 89.29 | 90.50 | 90.07 |
| 557 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.41 | 89.28 | 89.66 | 89.80 | 89.73 | 90.01 | 88.53 | 89.54 | 89.99 | 89.56 | 90.96 | 90.51 | 90.28 | 89.91 | 89.57 | 89.14 | 88.90 | 90.28 | 91.32 | 89.77 | 90.72 | 90.41 | 89.24 | 89.94 | 90.39 |
| 558 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.31 | 89.54 | 89.46 | 90.68 | 90.59 | 90.75 | 90.12 | 89.24 | 90.65 | 88.14 | 90.60 | 90.92 | 89.95 | 89.72 | 90.99 | 90.18 | 89.91 | 89.39 | 90.97 | 90.53 | 90.60 | 88.26 | 89.90 | 88.99 | 88.30 |
| 559 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.96 | 90.77 | 90.23 | 90.32 | 88.92 | 90.59 | 89.82 | 88.99 | 91.56 | 89.13 | 90.11 | 90.81 | 90.73 | 90.14 | 88.58 | 90.18 | 89.11 | 90.35 | 90.57 | 89.58 | 89.90 | 88.90 | 89.52 | 89.22 | 89.59 |
| 619 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.58 | 89.75 | 89.99 | 89.98 | 89.69 | 90.35 | 88.07 | 90.53 | 90.16 | 91.20 | 90.63 | 90.52 | 91.14 | 89.26 | 89.53 | 89.76 | 89.48 | 90.73 | 90.47 | 89.61 | 89.23 | 90.65 | 88.32 | 87.96 | 88.31 |
| 677 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 90.22 | 89.48 | 89.28 | 91.14 | 90.42 | 91.70 | 89.60 | 90.16 | 89.98 | 89.79 | 89.54 | 90.81 | 91.27 | 90.45 | 88.31 | 90.37 | 90.82 | 89.05 | 89.76 | 91.04 | 88.56 | 88.38 | 87.39 | 87.98 | 88.47 |
| 377 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 88.93 | 91.14 | 88.00 | 89.37 | 90.55 | 89.44 | 88.91 | 90.43 | 89.62 | 89.93 | 90.88 | 90.65 | 88.63 | 88.78 | 89.22 | 89.44 | 90.59 | 90.30 | 90.41 | 90.81 | 90.49 | 90.22 | 88.95 | 89.04 | 88.29 |
| 379 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.22 | 89.84 | 90.69 | 90.72 | 90.47 | 91.43 | 90.88 | 88.90 | 88.78 | 88.50 | 90.81 | 89.96 | 90.70 | 88.83 | 89.35 | 90.18 | 89.90 | 89.84 | 90.29 | 89.83 | 90.62 | 89.59 | 89.34 | 87.91 | 89.09 |
| 438 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 88.96 | 90.54 | 88.74 | 90.12 | 90.76 | 90.14 | 90.29 | 89.78 | 89.01 | 90.34 | 90.91 | 91.52 | 89.40 | 91.16 | 89.55 | 90.18 | 89.40 | 90.51 | 89.20 | 87.77 | 90.47 | 90.16 | 89.87 | 90.87 | 88.27 |
| 577 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.60 | 89.12 | 89.45 | 88.94 | 90.84 | 89.84 | 90.08 | 90.43 | 89.00 | 89.87 | 90.20 | 90.35 | 90.58 | 91.36 | 89.10 | 91.00 | 89.69 | 89.84 | 90.72 | 89.34 | 89.38 | 89.63 | 90.61 | 88.41 | 90.34 |
| 578 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.95 | 88.88 | 89.88 | 89.84 | 89.99 | 90.59 | 89.33 | 90.72 | 90.40 | 88.36 | 90.80 | 90.52 | 89.79 | 90.81 | 89.11 | 91.56 | 88.86 | 90.57 | 90.98 | 89.07 | 91.09 | 88.54 | 89.76 | 89.10 | 91.35 |
| 579 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.41 | 90.13 | 91.36 | 89.03 | 89.38 | 90.20 | 90.01 | 89.66 | 90.17 | 90.16 | 90.08 | 89.17 | 89.84 | 87.51 | 88.29 | 89.91 | 90.95 | 91.34 | 89.37 | 91.52 | 89.53 | 89.89 | 89.99 | 91.35 | 90.29 |
| 396 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.43 | 89.34 | 89.68 | 90.42 | 89.78 | 90.09 | 90.90 | 88.91 | 90.15 | 89.62 | 89.42 | 90.23 | 90.72 | 89.55 | 87.75 | 90.16 | 90.01 | 90.29 | 90.29 | 90.20 | 91.42 | 87.84 | 89.32 | 90.33 | 91.35 |
| 398 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 90.18 | 90.68 | 87.89 | 90.38 | 89.97 | 91.06 | 90.52 | 89.50 | 89.26 | 88.57 | 90.14 | 90.67 | 90.71 | 90.26 | 90.09 | 90.17 | 88.85 | 90.46 | 90.94 | 90.34 | 90.69 | 90.24 | 89.18 | 90.58 | 90.35 |
| 459 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 89.16 | 89.72 | 90.98 | 90.71 | 88.80 | 90.41 | 90.62 | 90.11 | 88.38 | 88.94 | 91.38 | 89.66 | 91.62 | 88.88 | 90.69 | 90.29 | 89.30 | 89.23 | 90.33 | 89.00 | 90.86 | 89.51 | 90.25 | 90.68 | 90.75 |
| 599 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 89.30 | 90.56 | 89.13 | 89.71 | 90.15 | 90.53 | 89.77 | 90.03 | 89.53 | 89.12 | 91.33 | 90.99 | 90.15 | 90.22 | 89.40 | 89.60 | 89.76 | 90.61 | 90.34 | 90.72 | 90.13 | 89.33 | 90.30 | 90.25 | 90.32 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 88.81 | 91.44 | 89.74 | 89.21 | 89.00 | 89.06 | 89.64 | 90.57 | 89.43 | 89.14 | 90.94 | 89.70 | 90.38 | 90.08 | 90.46 | 90.59 | 90.21 | 90.90 | 89.45 | 91.84 | 88.40 | 90.30 | 90.35 | 87.74 | 91.18 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 88.70 | 90.25 | 88.90 | 89.63 | 88.98 | 91.45 | 87.97 | 87.92 | 88.93 | 89.38 | 91.98 | 89.60 | 90.41 | 89.25 | 90.62 | 90.14 | 88.71 | 89.88 | 90.45 | 90.98 | 91.52 | 89.60 | 89.93 | 91.65 | 88.80 |
| 416 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.73 | 89.82 | 90.14 | 90.06 | 88.85 | 89.69 | 89.63 | 89.44 | 90.58 | 88.36 | 90.59 | 90.62 | 90.51 | 90.88 | 88.66 | 89.29 | 90.05 | 89.62 | 90.63 | 89.42 | 90.80 | 89.85 | 87.79 | 89.77 | 89.83 |
| 418 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.61 | 89.61 | 89.20 | 91.19 | 89.71 | 88.74 | 89.15 | 89.06 | 89.93 | 88.93 | 90.55 | 89.71 | 89.17 | 90.62 | 90.27 | 90.41 | 89.36 | 89.96 | 89.82 | 89.36 | 90.94 | 90.40 | 91.14 | 90.47 | 89.60 |
| 419 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.89 | 89.40 | 90.30 | 89.39 | 88.84 | 91.49 | 90.32 | 89.66 | 89.19 | 89.01 | 89.80 | 91.29 | 89.85 | 89.55 | 88.33 | 89.53 | 90.20 | 90.32 | 91.34 | 90.91 | 91.17 | 90.57 | 88.89 | 89.68 | 89.65 |
Size of the All data: (144, 28)
Size of the Sig data: (21, 33)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 17 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 89.20 | 91.70 | 91.28 | 90.28 | 92.09 | 91.78 | 93.90 | 91.53 | 90.40 | 91.35 | 90.60 | 89.57 | 91.03 | 91.40 | 91.38 | 91.77 | 91.10 | 91.95 | 89.03 | 91.73 | 91.18 | 91.10 | 92.96 | 92.49 | 92.70 |
| 9 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.02 | 90.59 | 90.01 | 90.82 | 90.20 | 91.18 | 90.62 | 89.05 | 91.81 | 91.28 | 91.84 | 92.33 | 91.54 | 90.82 | 92.56 | 91.12 | 90.53 | 92.58 | 92.99 | 93.15 | 93.58 | 92.37 | 91.99 | 90.73 | 91.22 |
| 12 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.09 | 90.59 | 91.71 | 90.86 | 91.72 | 91.85 | 89.61 | 91.40 | 91.69 | 89.81 | 90.65 | 88.79 | 91.55 | 89.63 | 90.63 | 91.08 | 93.27 | 89.76 | 92.93 | 91.71 | 92.04 | 91.74 | 93.28 | 90.54 | 89.57 |
| 11 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.15 | 92.25 | 91.25 | 91.52 | 91.79 | 92.42 | 90.21 | 89.65 | 92.76 | 90.83 | 90.99 | 89.84 | 91.20 | 90.98 | 88.83 | 92.17 | 91.95 | 91.69 | 93.81 | 93.35 | 90.83 | 92.05 | 92.46 | 90.71 | 89.03 |
| 18 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 89.06 | 92.48 | 92.35 | 92.24 | 90.48 | 93.12 | 90.18 | 93.80 | 92.49 | 93.22 | 92.77 | 89.66 | 92.78 | 92.47 | 90.55 | 92.29 | 92.84 | 91.43 | 93.26 | 91.73 | 91.82 | 93.21 | 92.06 | 91.53 | 90.69 |
| 19 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 91.78 | 93.32 | 91.99 | 92.68 | 92.09 | 90.58 | 93.35 | 89.86 | 92.29 | 92.56 | 91.98 | 91.00 | 90.80 | 89.83 | 89.11 | 91.36 | 92.67 | 92.03 | 92.00 | 92.11 | 92.03 | 90.14 | 90.02 | 90.80 | 92.22 |
| 20 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.08 | 92.45 | 90.32 | 90.02 | 93.54 | 90.53 | 90.90 | 91.89 | 90.33 | 91.96 | 92.78 | 90.78 | 88.96 | 91.96 | 90.69 | 88.75 | 91.49 | 91.62 | 92.95 | 91.59 | 91.97 | 91.86 | 91.06 | 90.95 | 88.50 |
| 14 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.54 | 90.00 | 91.23 | 92.21 | 90.73 | 93.38 | 91.62 | 90.42 | 88.11 | 91.28 | 92.29 | 89.30 | 90.42 | 92.75 | 89.50 | 90.97 | 93.05 | 90.08 | 93.13 | 90.67 | 91.79 | 89.62 | 91.12 | 92.24 | 89.54 |
| 8 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 90.52 | 93.66 | 90.53 | 90.76 | 92.30 | 92.73 | 91.89 | 91.06 | 92.60 | 94.05 | 90.99 | 89.84 | 89.80 | 91.97 | 91.59 | 91.77 | 92.32 | 92.77 | 93.20 | 91.69 | 90.51 | 93.60 | 92.21 | 93.02 | 91.48 |
| 10 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.73 | 88.41 | 91.46 | 90.65 | 90.59 | 91.43 | 92.59 | 92.05 | 90.97 | 90.99 | 92.64 | 91.47 | 91.29 | 92.14 | 93.33 | 91.59 | 92.38 | 92.11 | 93.53 | 92.47 | 92.38 | 94.36 | 92.28 | 91.61 | 90.97 |
| 3 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 89.80 | 91.48 | 90.43 | 92.83 | 91.48 | 90.48 | 90.04 | 92.33 | 91.73 | 92.71 | 94.27 | 90.25 | 90.76 | 91.91 | 91.29 | 91.68 | 92.51 | 91.78 | 92.88 | 93.81 | 92.93 | 93.16 | 92.73 | 93.28 | 93.27 |
| 6 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.58 | 92.02 | 92.36 | 91.26 | 91.85 | 90.84 | 89.55 | 91.52 | 92.51 | 92.60 | 91.66 | 88.42 | 91.36 | 88.93 | 91.81 | 91.18 | 92.04 | 92.02 | 92.46 | 93.08 | 93.75 | 93.92 | 92.71 | 93.76 | 91.81 |
| 7 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 92.27 | 92.77 | 92.46 | 92.55 | 90.34 | 91.32 | 91.58 | 92.50 | 93.47 | 91.97 | 90.77 | 91.49 | 91.74 | 91.36 | 91.64 | 90.83 | 93.38 | 92.62 | 93.02 | 92.94 | 92.69 | 92.52 | 93.77 | 90.95 |
| 0 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.63 | 90.84 | 91.51 | 91.44 | 90.55 | 91.80 | 91.18 | 91.99 | 93.47 | 90.02 | 91.44 | 90.75 | 91.38 | 92.98 | 90.35 | 89.74 | 92.28 | 90.52 | 91.53 | 92.41 | 91.52 | 94.80 | 92.09 | 92.35 | 91.36 |
| 2 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 90.52 | 92.60 | 93.34 | 91.82 | 92.11 | 90.38 | 91.20 | 94.88 | 90.11 | 91.39 | 92.88 | 91.16 | 90.93 | 93.11 | 91.93 | 92.33 | 93.51 | 90.69 | 90.73 | 91.14 | 92.38 | 93.88 | 92.13 | 92.19 | 92.17 |
| 1 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.53 | 92.11 | 90.73 | 94.32 | 92.02 | 91.84 | 92.81 | 90.75 | 91.55 | 92.62 | 93.54 | 91.79 | 91.40 | 92.30 | 93.82 | 92.47 | 90.79 | 92.33 | 91.90 | 92.96 | 93.54 | 93.22 | 92.27 | 94.09 | 92.17 |
| 5 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 93.84 | 93.26 | 92.88 | 90.22 | 91.49 | 92.27 | 91.99 | 91.87 | 91.50 | 92.60 | 94.00 | 89.30 | 93.86 | 91.97 | 93.42 | 93.75 | 91.06 | 92.65 | 93.19 | 92.94 | 91.32 | 94.11 | 93.41 | 90.60 | 92.37 |
| 15 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 92.19 | 93.68 | 92.84 | 91.89 | 92.88 | 93.33 | 90.96 | 91.55 | 91.33 | 91.38 | 93.21 | 91.57 | 92.30 | 91.21 | 91.11 | 91.93 | 92.86 | 92.69 | 91.62 | 91.51 | 93.07 | 92.35 | 94.04 | 92.42 | 91.36 |
| 16 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.86 | 91.07 | 93.96 | 91.67 | 92.52 | 93.27 | 91.33 | 93.29 | 90.91 | 92.79 | 91.75 | 91.50 | 91.57 | 93.39 | 90.76 | 92.21 | 92.84 | 91.59 | 93.93 | 94.45 | 92.75 | 93.31 | 92.41 | 93.70 | 91.10 |
| 13 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.24 | 88.67 | 93.39 | 91.27 | 92.17 | 91.76 | 91.25 | 91.91 | 91.76 | 93.37 | 91.49 | 92.06 | 93.82 | 92.69 | 90.23 | 92.91 | 91.94 | 91.97 | 93.00 | 93.94 | 94.14 | 93.57 | 93.28 | 92.89 | 92.30 |
| 4 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.59 | 92.22 | 93.07 | 90.92 | 92.88 | 92.41 | 90.63 | 91.07 | 90.27 | 91.28 | 90.75 | 91.79 | 91.96 | 92.33 | 92.82 | 93.23 | 93.50 | 93.25 | 93.55 | 92.86 | 92.81 | 94.01 | 92.65 | 92.32 | 92.95 |
Size of the test data: (21, 33)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 558 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.78 | 1.05 | 2.25 | 0.18 | 1.13 | 1.10 | -0.51 | 2.16 | 1.04 | 1.67 | 0.05 | -2.13 | 1.60 | -0.09 | -0.36 | 0.90 | 3.36 | 0.37 | 1.96 | 1.18 | 1.44 | 3.48 | 3.38 | 1.55 | 1.27 | 4 |
| 677 | 372 | 48 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.56 | 3.84 | 2.71 | 1.54 | 1.67 | -1.12 | 3.75 | -0.30 | 2.31 | 2.77 | 2.44 | 0.19 | -0.47 | -0.62 | 0.80 | 0.99 | 1.85 | 2.98 | 2.24 | 1.07 | 3.47 | 1.76 | 2.63 | 2.82 | 3.75 | 4 |
| 578 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.15 | 2.60 | 0.55 | 2.99 | 1.49 | -0.11 | 0.71 | 1.61 | 1.33 | 4.35 | 3.47 | -0.27 | 0.97 | 1.10 | 2.18 | 0.12 | 3.65 | 1.21 | 1.90 | 4.74 | 1.84 | 4.62 | 2.97 | 4.18 | 1.92 | 3 |
| 379 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.32 | 0.16 | 0.54 | 1.49 | 0.26 | 1.95 | 0.74 | 1.52 | -0.67 | 2.78 | 1.48 | -0.66 | -0.28 | 3.92 | 0.15 | 0.79 | 3.15 | 0.24 | 2.84 | 0.84 | 1.17 | 0.03 | 1.78 | 4.33 | 0.45 | 3 |
| 559 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.19 | 1.48 | 1.02 | 1.20 | 2.87 | 1.83 | 0.39 | 0.66 | 1.20 | 1.70 | 0.88 | -0.97 | 0.47 | 0.84 | 0.25 | 1.99 | 2.84 | 1.34 | 3.24 | 3.77 | 0.93 | 3.15 | 2.94 | 1.49 | -0.56 | 2 |
| 619 | 372 | 48 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.52 | 2.73 | 2.36 | 2.26 | 0.79 | 2.77 | 2.11 | 3.27 | 2.33 | 2.02 | 2.14 | -0.86 | 1.64 | 3.21 | 1.02 | 2.53 | 3.36 | 0.70 | 2.79 | 2.12 | 2.59 | 2.56 | 3.74 | 3.57 | 2.38 | 2 |
| 418 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.63 | -0.94 | 4.19 | 0.08 | 2.46 | 3.02 | 2.10 | 2.85 | 1.83 | 4.44 | 0.94 | 2.35 | 4.65 | 2.07 | -0.04 | 2.50 | 2.58 | 2.01 | 3.18 | 4.58 | 3.20 | 3.17 | 2.14 | 2.42 | 2.70 | 2 |
| 577 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.13 | -0.71 | 2.01 | 1.71 | -0.25 | 1.59 | 2.51 | 1.62 | 1.97 | 1.12 | 2.44 | 1.12 | 0.71 | 0.78 | 4.23 | 0.59 | 2.69 | 2.27 | 2.81 | 3.13 | 3.00 | 4.73 | 1.67 | 3.20 | 0.63 | 2 |
| 459 | 372 | 48 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.36 | 2.88 | 2.36 | 1.11 | 3.31 | -0.03 | 0.58 | 4.77 | 1.73 | 2.45 | 1.50 | 1.50 | -0.69 | 4.23 | 1.24 | 2.04 | 4.21 | 1.46 | 0.40 | 2.14 | 1.52 | 4.37 | 1.88 | 1.51 | 1.42 | 2 |
| 579 | 372 | 48 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.17 | 1.89 | 1.00 | 2.23 | 2.47 | 0.64 | -0.46 | 1.86 | 2.34 | 2.44 | 1.58 | -0.75 | 1.52 | 1.42 | 3.52 | 1.27 | 1.09 | 0.68 | 3.09 | 1.56 | 4.22 | 4.03 | 2.72 | 2.41 | 1.52 | 2 |
| 398 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.45 | 0.16 | 3.62 | 1.06 | 0.58 | 0.74 | 0.66 | 2.49 | 4.21 | 1.45 | 1.30 | 0.08 | 0.67 | 2.72 | 0.26 | -0.43 | 3.43 | 0.06 | 0.59 | 2.07 | 0.83 | 4.56 | 2.91 | 1.77 | 1.01 | 1 |
| 658 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.03 | 1.82 | 3.14 | 1.01 | 2.49 | 3.21 | 2.35 | 1.30 | 2.07 | 3.46 | 3.06 | -0.40 | 3.48 | 1.89 | 2.96 | 3.16 | 0.85 | 1.75 | 3.74 | 1.10 | 2.92 | 3.81 | 3.06 | 2.86 | 1.19 | 1 |
| 556 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.19 | 1.39 | 2.85 | 0.90 | 2.78 | 0.18 | 3.01 | 2.42 | 1.52 | 0.31 | 0.91 | 0.53 | 0.33 | 2.69 | 2.11 | 1.35 | 1.22 | 1.67 | -0.11 | 2.18 | 0.54 | 0.94 | 3.67 | 1.99 | 2.63 | 1 |
| 396 | 372 | 48 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.35 | 2.93 | 3.09 | 2.04 | 2.77 | 0.25 | 0.42 | 2.67 | 2.35 | 3.85 | 2.55 | 0.54 | 0.77 | 2.19 | 3.61 | 1.48 | 0.82 | 3.09 | 2.33 | 2.82 | 1.52 | 4.85 | 3.20 | 3.44 | -0.40 | 1 |
| 557 | 372 | 48 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.61 | 1.31 | 0.35 | 1.02 | 0.47 | 1.17 | 2.09 | -0.49 | 1.82 | 1.72 | 0.88 | 1.82 | 1.26 | 0.91 | 2.99 | 1.98 | 1.63 | 2.30 | 1.67 | 3.38 | 2.86 | 1.96 | 2.75 | 0.79 | 0.83 | 1 |
| 438 | 372 | 48 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.56 | 3.12 | 1.79 | 0.64 | 1.54 | 2.59 | 1.60 | 1.28 | 3.59 | 3.71 | 0.08 | -1.68 | 0.40 | 0.81 | 2.04 | 1.59 | 2.92 | 2.26 | 4.00 | 3.92 | 0.04 | 3.44 | 2.34 | 2.15 | 3.21 | 1 |
| 377 | 372 | 48 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.15 | 1.31 | 2.32 | 0.65 | 2.99 | 1.09 | 1.99 | 1.46 | 0.71 | 2.03 | 1.90 | 0.13 | 0.33 | 3.18 | 1.47 | -0.69 | 0.90 | 1.32 | 2.54 | 0.78 | 1.48 | 1.64 | 2.11 | 1.91 | 0.21 | 1 |
| 599 | 372 | 48 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.23 | 1.55 | 1.60 | 4.61 | 1.87 | 1.31 | 3.04 | 0.72 | 2.02 | 3.50 | 2.21 | 0.80 | 1.25 | 2.08 | 4.42 | 2.87 | 1.03 | 1.72 | 1.56 | 2.24 | 3.41 | 3.89 | 1.97 | 3.84 | 1.85 | 0 |
| 659 | 372 | 48 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.49 | 3.43 | 3.94 | 2.26 | 3.90 | 1.88 | 2.99 | 3.63 | 2.40 | 2.00 | 1.23 | 1.97 | 1.89 | 1.96 | 0.49 | 1.79 | 4.15 | 2.81 | 1.17 | 0.53 | 1.55 | 2.75 | 4.11 | 0.77 | 2.56 | 0 |
| 416 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.13 | 1.25 | 3.82 | 1.61 | 3.67 | 3.58 | 1.70 | 3.85 | 0.33 | 4.43 | 1.16 | 0.88 | 1.06 | 2.51 | 2.10 | 2.92 | 2.79 | 1.97 | 3.30 | 5.03 | 1.95 | 3.46 | 4.62 | 3.93 | 1.27 | 0 |
| 419 | 372 | 48 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.70 | 2.82 | 2.77 | 1.53 | 4.04 | 0.92 | 0.31 | 1.41 | 1.08 | 2.27 | 0.95 | 0.50 | 2.11 | 2.78 | 4.49 | 3.70 | 3.30 | 2.93 | 2.21 | 1.95 | 1.64 | 3.44 | 3.76 | 2.64 | 3.30 | 0 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_11 | 90.540000 | 0.645895 |
| mAP_valid_abs_values_6 | 90.436190 | 0.829159 |
| mAP_valid_abs_values_12 | 90.345238 | 0.667238 |
| mAP_valid_abs_values_22 | 90.340952 | 0.871033 |
| mAP_valid_abs_values_19 | 90.323333 | 0.652720 |
| mAP_valid_abs_values_13 | 90.310952 | 0.709654 |
| mAP_valid_abs_values_18 | 90.178571 | 0.560020 |
| mAP_valid_abs_values_16 | 90.119048 | 0.559338 |
| mAP_valid_abs_values_21 | 90.056667 | 0.968036 |
| mAP_valid_abs_values_4 | 90.000952 | 0.662223 |
| mAP_valid_abs_values_2 | 89.980952 | 0.684740 |
| mAP_valid_abs_values_14 | 89.806190 | 0.952452 |
| mAP_valid_abs_values_7 | 89.764286 | 0.864578 |
| mAP_valid_abs_values_5 | 89.749048 | 0.689528 |
| mAP_valid_abs_values_26 | 89.742381 | 1.037771 |
| mAP_valid_abs_values_17 | 89.711429 | 0.642863 |
| mAP_valid_abs_values_9 | 89.694286 | 0.770010 |
| mAP_valid_abs_values_8 | 89.651905 | 0.708545 |
| mAP_valid_abs_values_23 | 89.639524 | 0.819808 |
| mAP_valid_abs_values_25 | 89.639048 | 1.178384 |
| mAP_valid_abs_values_3 | 89.577619 | 0.900727 |
| mAP_valid_abs_values | 89.493810 | 0.677919 |
| mAP_valid_abs_values_24 | 89.491905 | 0.904172 |
| mAP_valid_abs_values_15 | 89.387619 | 0.889825 |
| mAP_valid_abs_values_10 | 89.385238 | 0.841657 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_23 | 92.791548 | 1.292464 |
| mAP_test_abs_values_19 | 92.719048 | 1.108456 |
| mAP_test_abs_values_21 | 92.595357 | 0.904308 |
| mAP_test_abs_values_24 | 92.487976 | 0.767419 |
| mAP_test_abs_values_22 | 92.343214 | 0.948967 |
| mAP_test_abs_values_25 | 92.180119 | 1.169856 |
| mAP_test_abs_values_17 | 92.016190 | 0.926755 |
| mAP_test_abs_values_3 | 91.952381 | 1.135170 |
| mAP_test_abs_values_18 | 91.926190 | 0.937518 |
| mAP_test_abs_values_11 | 91.905119 | 1.093759 |
| average_map | 91.784390 | 0.442096 |
| mAP_test_abs_values_5 | 91.714643 | 0.923978 |
| mAP_test_abs_values_14 | 91.691310 | 1.090858 |
| mAP_test_abs_values_10 | 91.612381 | 1.217474 |
| mAP_test_abs_values_16 | 91.608333 | 1.010406 |
| mAP_test_abs_values_2 | 91.596667 | 1.287704 |
| mAP_test_abs_values_6 | 91.565476 | 1.013484 |
| mAP_test_abs_values_26 | 91.494881 | 1.276478 |
| mAP_test_abs_values_8 | 91.474048 | 1.151984 |
| mAP_test_abs_values_13 | 91.447500 | 0.995739 |
| mAP_test_abs_values | 91.400595 | 1.454766 |
| mAP_test_abs_values_4 | 91.376071 | 0.936083 |
| mAP_test_abs_values_7 | 91.368571 | 1.076443 |
| mAP_test_abs_values_9 | 91.311071 | 1.131526 |
| mAP_test_abs_values_15 | 91.262857 | 1.181040 |
| mAP_test_abs_values_12 | 90.768214 | 1.207256 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "MU-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max()) + 1]
)),
showlegend=True
)
fig.show()The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 76.81 | 86.83 | 85.74 | 86.59 | 85.89 | 87.40 | 86.99 | 85.96 | 85.09 | 87.57 | 87.76 | 89.02 | 85.60 | 84.97 | 87.39 | 84.07 | 87.41 | 87.17 | 87.28 | 75.83 | 88.30 | 88.08 | 86.72 | 75.28 | 83.69 |
| 5 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 84.79 | 42.66 | 86.44 | 87.22 | 85.38 | 86.98 | 87.71 | 88.38 | 87.38 | 42.66 | 88.76 | 87.38 | 88.76 | 86.65 | 84.88 | 90.81 | 88.43 | 88.71 | 87.03 | 88.69 | 87.15 | 88.50 | 87.71 | 88.35 | 73.50 |
| 6 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.53 | 87.15 | 83.56 | 85.19 | 76.63 | 85.49 | 86.19 | 88.88 | 86.61 | 86.92 | 90.45 | 88.25 | 86.27 | 89.57 | 89.38 | 88.88 | 86.24 | 87.83 | 89.48 | 88.33 | 87.15 | 87.43 | 87.16 | 87.42 | 72.73 |
| 7 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 86.90 | 79.28 | 86.62 | 85.30 | 83.63 | 88.21 | 88.11 | 86.14 | 87.21 | 86.54 | 89.86 | 90.41 | 87.30 | 88.95 | 87.54 | 89.92 | 88.30 | 87.24 | 89.37 | 87.83 | 73.92 | 87.63 | 88.80 | 79.01 | 86.30 |
| 24 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.73 | 86.07 | 85.11 | 87.46 | 74.43 | 90.07 | 88.00 | 85.87 | 85.75 | 87.98 | 87.49 | 91.00 | 87.46 | 90.03 | 79.23 | 87.69 | 87.08 | 86.04 | 89.12 | 88.22 | 87.90 | 84.08 | 86.67 | 87.52 | 74.22 |
| 25 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.39 | 89.13 | 85.19 | 84.70 | 86.48 | 87.97 | 86.07 | 42.66 | 87.75 | 86.18 | 90.49 | 87.17 | 87.09 | 86.08 | 87.04 | 87.81 | 88.04 | 89.00 | 87.64 | 75.20 | 88.80 | 88.97 | 87.35 | 88.37 | 86.02 |
| 26 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 83.61 | 87.75 | 86.01 | 79.09 | 88.49 | 89.67 | 85.60 | 87.04 | 89.68 | 86.97 | 90.60 | 86.18 | 87.70 | 87.07 | 88.43 | 88.71 | 89.49 | 87.69 | 42.66 | 87.93 | 87.46 | 72.56 | 85.83 | 85.20 | 87.21 |
| 27 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 87.00 | 85.52 | 87.56 | 87.97 | 87.32 | 88.52 | 89.09 | 88.13 | 86.24 | 86.71 | 89.34 | 91.15 | 87.59 | 89.55 | 90.45 | 88.77 | 88.55 | 87.76 | 87.21 | 87.66 | 88.78 | 88.23 | 87.99 | 88.00 | 87.91 |
| 44 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 86.10 | 85.01 | 86.57 | 76.14 | 84.82 | 88.06 | 86.78 | 78.57 | 85.90 | 87.95 | 91.95 | 90.70 | 87.33 | 86.18 | 87.65 | 85.41 | 86.87 | 89.42 | 88.08 | 87.94 | 87.24 | 89.03 | 88.34 | 81.16 | 89.31 |
| 45 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 86.29 | 84.28 | 86.83 | 87.23 | 86.73 | 90.79 | 86.02 | 89.60 | 88.82 | 88.68 | 88.48 | 89.63 | 87.08 | 87.08 | 88.05 | 88.59 | 89.46 | 88.71 | 88.62 | 87.84 | 89.29 | 88.56 | 89.23 | 89.19 | 86.83 |
| 46 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 86.43 | 87.88 | 84.51 | 87.26 | 86.63 | 87.85 | 86.70 | 87.73 | 88.73 | 86.00 | 88.60 | 92.22 | 87.69 | 89.16 | 89.36 | 88.56 | 86.40 | 87.68 | 88.69 | 87.40 | 84.03 | 88.39 | 86.59 | 89.06 | 89.21 |
| 47 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 85.59 | 85.91 | 87.46 | 87.14 | 87.03 | 90.76 | 86.29 | 89.10 | 88.68 | 87.07 | 88.02 | 87.49 | 88.21 | 86.64 | 90.77 | 88.32 | 89.55 | 88.15 | 87.68 | 89.28 | 89.20 | 85.76 | 87.90 | 90.27 | 75.40 |
| 64 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.14 | 64.77 | 73.77 | 42.66 | 64.38 | 74.07 | 73.81 | 64.07 | 65.27 | 74.69 | 75.60 | 56.19 | 73.53 | 64.40 | 63.23 | 73.89 | 64.39 | 75.35 | 75.15 | 64.03 | 65.30 | 73.07 | 64.47 | 64.40 | 64.84 |
| 65 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.10 | 73.95 | 65.33 | 72.98 | 74.11 | 69.55 | 74.73 | 64.59 | 73.00 | 74.88 | 74.40 | 74.67 | 69.85 | 74.47 | 63.07 | 71.09 | 63.20 | 74.79 | 74.94 | 62.64 | 63.67 | 55.51 | 63.84 | 64.04 | 64.49 |
| 66 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.32 | 64.59 | 73.98 | 74.08 | 73.99 | 74.65 | 73.34 | 64.07 | 73.51 | 73.81 | 75.50 | 74.66 | 74.64 | 63.59 | 62.55 | 73.39 | 74.96 | 69.91 | 73.76 | 62.52 | 64.32 | 62.95 | 62.99 | 63.78 | 64.18 |
| 67 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.14 | 64.84 | 72.63 | 64.84 | 73.31 | 55.73 | 73.09 | 74.18 | 74.32 | 65.14 | 74.93 | 74.64 | 70.22 | 74.78 | 63.43 | 85.52 | 63.58 | 74.73 | 64.25 | 63.56 | 64.64 | 73.90 | 64.45 | 65.14 | 64.70 |
| 84 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.72 | 64.09 | 73.90 | 64.45 | 74.24 | 75.43 | 74.45 | 64.31 | 73.80 | 64.43 | 74.60 | 74.41 | 74.37 | 63.55 | 62.88 | 84.93 | 63.90 | 75.09 | 70.95 | 62.87 | 63.09 | 62.92 | 64.92 | 63.31 | 63.92 |
| 85 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.84 | 73.58 | 73.13 | 63.99 | 74.56 | 74.20 | 73.88 | 75.16 | 74.17 | 74.92 | 73.88 | 63.22 | 74.49 | 75.16 | 42.66 | 73.56 | 62.68 | 74.93 | 74.15 | 62.33 | 64.38 | 63.83 | 64.06 | 64.53 | 63.80 |
| 86 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 68.85 | 74.13 | 73.01 | 64.54 | 73.88 | 74.10 | 73.38 | 73.88 | 74.63 | 75.18 | 75.67 | 63.82 | 74.40 | 74.39 | 64.04 | 73.88 | 55.53 | 75.13 | 76.16 | 73.90 | 65.01 | 73.42 | 64.56 | 64.71 | 63.99 |
| 87 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.04 | 64.52 | 73.25 | 74.12 | 74.27 | 74.69 | 73.62 | 63.87 | 74.79 | 74.85 | 74.42 | 74.65 | 74.90 | 74.62 | 75.61 | 74.64 | 74.91 | 75.00 | 74.86 | 64.12 | 64.17 | 63.37 | 63.85 | 63.67 | 64.22 |
| 104 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.41 | 75.15 | 73.90 | 73.88 | 64.81 | 86.52 | 75.12 | 64.30 | 74.14 | 74.35 | 62.53 | 75.09 | 74.35 | 74.05 | 63.44 | 63.63 | 74.32 | 75.67 | 75.14 | 63.76 | 63.16 | 63.12 | 63.72 | 63.92 | 63.84 |
| 105 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.91 | 64.81 | 74.60 | 64.96 | 68.33 | 84.86 | 74.43 | 63.11 | 73.69 | 86.58 | 75.45 | 63.23 | 73.59 | 75.20 | 64.07 | 70.19 | 74.79 | 74.16 | 75.88 | 63.55 | 62.31 | 62.21 | 63.69 | 62.98 | 64.01 |
| 106 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.63 | 63.62 | 73.82 | 65.31 | 64.09 | 74.59 | 74.10 | 75.12 | 73.93 | 74.40 | 75.34 | 63.44 | 68.98 | 69.57 | 75.25 | 63.33 | 63.30 | 74.12 | 63.69 | 63.69 | 62.84 | 72.14 | 63.74 | 63.42 | 63.12 |
| 107 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 73.63 | 64.18 | 72.82 | 64.65 | 74.09 | 74.14 | 74.93 | 74.62 | 75.48 | 73.84 | 74.42 | 75.19 | 75.19 | 64.31 | 64.31 | 73.90 | 63.65 | 64.07 | 62.94 | 64.24 | 63.31 | 64.52 | 64.31 | 62.71 | 63.57 |
| 124 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.42 | 64.90 | 73.82 | 65.04 | 73.56 | 73.39 | 73.10 | 64.66 | 74.87 | 74.19 | 74.61 | 74.91 | 74.35 | 74.85 | 64.32 | 74.71 | 74.33 | 74.98 | 74.38 | 63.58 | 64.45 | 73.74 | 64.76 | 64.46 | 65.70 |
| 125 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.85 | 64.79 | 72.93 | 63.37 | 73.86 | 74.92 | 69.15 | 64.52 | 74.41 | 74.29 | 75.13 | 63.27 | 75.14 | 74.83 | 63.50 | 74.60 | 74.60 | 73.93 | 75.08 | 73.42 | 63.28 | 64.49 | 64.76 | 64.36 | 64.29 |
| 126 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.81 | 73.56 | 65.33 | 65.13 | 64.34 | 74.95 | 74.12 | 65.31 | 74.13 | 65.06 | 74.80 | 75.69 | 73.87 | 74.55 | 64.48 | 74.46 | 74.38 | 74.64 | 75.17 | 63.84 | 64.22 | 64.72 | 64.09 | 64.50 | 65.01 |
| 127 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 72.92 | 65.76 | 71.83 | 64.55 | 64.57 | 74.85 | 73.12 | 74.37 | 74.36 | 56.36 | 63.67 | 63.21 | 74.70 | 63.10 | 64.07 | 75.15 | 63.55 | 74.89 | 64.13 | 64.00 | 64.57 | 63.59 | 65.47 | 63.75 | 64.68 |
| 144 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.91 | 65.18 | 42.66 | 73.93 | 73.13 | 63.34 | 72.61 | 64.56 | 72.80 | 69.71 | 74.35 | 64.04 | 75.70 | 64.08 | 63.21 | 74.63 | 69.12 | 74.72 | 74.89 | 63.30 | 63.35 | 64.82 | 63.84 | 64.97 | 85.15 |
| 145 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.10 | 65.80 | 72.88 | 65.03 | 73.38 | 64.00 | 73.07 | 74.57 | 74.87 | 71.14 | 74.17 | 73.86 | 74.63 | 73.35 | 63.82 | 68.79 | 63.82 | 74.36 | 75.15 | 62.94 | 63.37 | 63.31 | 64.29 | 63.86 | 64.12 |
| 146 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.81 | 74.66 | 73.11 | 64.04 | 64.81 | 75.19 | 73.53 | 64.45 | 69.55 | 74.59 | 74.66 | 62.79 | 82.18 | 75.11 | 62.94 | 74.97 | 63.83 | 74.34 | 62.96 | 73.10 | 64.12 | 63.89 | 64.45 | 73.23 | 64.85 |
| 147 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.43 | 72.63 | 73.49 | 63.77 | 74.37 | 74.45 | 73.61 | 74.65 | 69.25 | 74.61 | 74.16 | 62.91 | 75.00 | 74.62 | 55.78 | 75.21 | 62.80 | 74.75 | 74.91 | 63.17 | 63.38 | 64.55 | 64.17 | 63.87 | 64.41 |
| 164 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.64 | 64.07 | 74.38 | 64.81 | 74.41 | 75.13 | 74.31 | 63.95 | 74.77 | 74.34 | 74.38 | 75.11 | 74.37 | 74.86 | 63.92 | 75.81 | 63.84 | 69.62 | 74.11 | 73.64 | 65.15 | 74.16 | 64.06 | 64.06 | 63.79 |
| 165 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.15 | 73.97 | 73.92 | 73.87 | 74.11 | 73.94 | 73.36 | 73.91 | 69.54 | 75.11 | 75.30 | 74.41 | 74.92 | 75.49 | 64.37 | 74.09 | 63.58 | 75.88 | 74.16 | 62.16 | 63.11 | 72.92 | 62.82 | 63.92 | 64.55 |
| 166 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.86 | 73.37 | 72.88 | 74.14 | 73.63 | 74.36 | 73.54 | 74.68 | 87.59 | 63.97 | 63.44 | 74.14 | 73.57 | 63.26 | 64.31 | 74.38 | 63.86 | 74.81 | 74.58 | 63.56 | 65.21 | 64.28 | 63.75 | 64.35 | 64.45 |
| 167 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.58 | 74.66 | 73.68 | 64.04 | 63.93 | 63.17 | 72.63 | 74.37 | 75.90 | 74.16 | 75.09 | 75.41 | 73.85 | 64.07 | 62.92 | 71.09 | 62.58 | 73.87 | 74.60 | 63.38 | 64.17 | 63.19 | 64.03 | 63.45 | 63.54 |
| 184 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 85.19 | 78.47 | 84.86 | 86.65 | 82.74 | 85.76 | 88.07 | 86.90 | 85.60 | 87.60 | 88.17 | 88.50 | 87.01 | 87.23 | 85.71 | 89.06 | 88.23 | 88.13 | 87.62 | 68.42 | 88.02 | 74.86 | 86.77 | 73.81 | 85.36 |
| 185 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 84.68 | 85.24 | 87.03 | 87.83 | 86.33 | 88.46 | 88.58 | 86.54 | 87.58 | 85.56 | 86.92 | 91.17 | 87.61 | 87.56 | 74.36 | 86.66 | 86.65 | 87.01 | 90.15 | 88.25 | 87.63 | 86.53 | 87.13 | 87.44 | 86.19 |
| 186 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.20 | 86.44 | 85.78 | 84.43 | 87.37 | 87.90 | 85.00 | 88.09 | 86.14 | 90.14 | 90.62 | 86.79 | 86.06 | 87.25 | 89.01 | 88.20 | 86.81 | 86.99 | 88.61 | 85.99 | 87.31 | 88.65 | 87.17 | 88.47 | 86.89 |
| 187 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.15 | 87.18 | 82.23 | 85.33 | 74.79 | 88.25 | 87.18 | 74.40 | 86.07 | 87.69 | 89.07 | 88.35 | 86.84 | 86.39 | 87.64 | 87.20 | 87.43 | 88.53 | 89.70 | 87.37 | 74.56 | 88.08 | 75.01 | 87.83 | 87.83 |
| 204 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.06 | 87.63 | 86.56 | 86.59 | 89.19 | 88.56 | 85.99 | 87.42 | 85.85 | 87.48 | 89.54 | 87.82 | 87.79 | 88.76 | 88.37 | 88.41 | 87.50 | 87.62 | 86.17 | 88.71 | 42.66 | 87.18 | 87.49 | 86.75 | 87.97 |
| 205 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 86.56 | 86.51 | 87.51 | 86.33 | 87.04 | 88.54 | 87.96 | 88.34 | 86.36 | 88.05 | 89.84 | 90.17 | 88.40 | 89.12 | 85.04 | 86.81 | 86.38 | 87.86 | 87.07 | 87.70 | 88.61 | 88.49 | 89.55 | 90.35 | 88.69 |
| 206 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.70 | 88.81 | 86.97 | 86.81 | 84.18 | 91.05 | 86.77 | 90.14 | 85.01 | 86.65 | 89.44 | 88.72 | 86.56 | 89.05 | 89.58 | 87.72 | 87.94 | 87.92 | 89.82 | 87.86 | 89.04 | 86.14 | 76.15 | 88.36 | 87.30 |
| 207 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.96 | 87.76 | 86.79 | 84.90 | 85.63 | 88.21 | 86.67 | 88.63 | 86.60 | 86.93 | 88.88 | 90.45 | 88.93 | 89.63 | 89.66 | 89.92 | 85.92 | 88.83 | 90.21 | 88.04 | 88.28 | 88.96 | 88.60 | 87.56 | 87.89 |
| 224 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 86.95 | 85.40 | 86.71 | 84.48 | 89.19 | 89.14 | 85.27 | 85.05 | 87.90 | 86.91 | 89.04 | 90.13 | 86.37 | 87.26 | 88.16 | 86.14 | 86.71 | 88.14 | 89.95 | 88.04 | 78.85 | 73.45 | 88.95 | 88.21 | 88.13 |
| 225 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.42 | 86.23 | 88.32 | 88.60 | 87.66 | 88.37 | 88.20 | 87.11 | 87.94 | 85.34 | 87.91 | 87.57 | 87.50 | 84.81 | 89.18 | 89.67 | 87.28 | 88.47 | 89.32 | 89.29 | 90.02 | 88.39 | 88.43 | 88.53 | 88.89 |
| 226 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 85.07 | 86.78 | 87.12 | 84.70 | 84.56 | 91.03 | 87.28 | 84.58 | 86.66 | 88.61 | 91.25 | 88.19 | 88.45 | 88.07 | 87.94 | 88.76 | 88.86 | 86.86 | 88.59 | 87.48 | 87.95 | 86.26 | 88.94 | 88.14 | 89.89 |
| 227 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 86.78 | 86.41 | 84.15 | 84.81 | 85.54 | 87.89 | 88.69 | 87.24 | 87.41 | 88.43 | 90.76 | 90.09 | 88.51 | 89.40 | 87.21 | 87.74 | 88.26 | 88.46 | 90.23 | 87.96 | 89.03 | 87.78 | 88.50 | 85.98 | 88.23 |
| 244 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.53 | 74.56 | 55.64 | 65.54 | 65.01 | 63.41 | 64.32 | 64.94 | 74.59 | 65.65 | 75.83 | 64.05 | 74.90 | 63.53 | 64.08 | 73.84 | 63.88 | 54.84 | 69.47 | 63.88 | 65.14 | 62.90 | 64.41 | 64.59 | 65.46 |
| 245 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.72 | 73.98 | 64.74 | 64.32 | 65.31 | 75.36 | 74.13 | 64.59 | 73.22 | 74.03 | 75.36 | 71.11 | 74.70 | 74.87 | 63.39 | 74.38 | 63.83 | 74.33 | 75.24 | 63.61 | 63.59 | 63.13 | 63.97 | 64.53 | 63.76 |
| 246 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.18 | 64.57 | 64.37 | 65.18 | 65.21 | 75.97 | 73.32 | 74.86 | 74.27 | 64.97 | 56.53 | 74.89 | 73.82 | 73.89 | 63.93 | 74.37 | 63.30 | 73.88 | 75.22 | 63.81 | 63.40 | 73.90 | 63.67 | 64.54 | 63.69 |
| 247 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.61 | 73.85 | 73.79 | 63.79 | 64.70 | 75.35 | 74.59 | 65.16 | 74.57 | 73.63 | 74.62 | 74.88 | 73.39 | 74.69 | 63.09 | 74.64 | 74.52 | 74.78 | 74.15 | 62.51 | 63.89 | 72.14 | 62.95 | 73.10 | 64.38 |
| 264 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.41 | 74.70 | 73.35 | 65.01 | 64.34 | 74.34 | 73.95 | 64.56 | 74.67 | 63.14 | 74.12 | 74.97 | 75.20 | 74.51 | 64.25 | 84.09 | 62.77 | 83.60 | 63.14 | 64.01 | 64.31 | 64.17 | 64.89 | 64.47 | 69.52 |
| 265 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.14 | 74.07 | 74.63 | 73.62 | 74.61 | 74.83 | 73.39 | 64.35 | 74.63 | 74.60 | 74.65 | 74.94 | 75.16 | 75.17 | 62.94 | 74.64 | 62.72 | 75.01 | 74.16 | 63.31 | 63.69 | 72.88 | 63.82 | 62.88 | 63.52 |
| 266 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.37 | 64.19 | 74.62 | 63.45 | 63.79 | 73.92 | 85.01 | 63.77 | 74.69 | 63.94 | 75.44 | 63.19 | 89.32 | 74.69 | 62.56 | 75.12 | 75.07 | 74.67 | 74.88 | 63.48 | 64.91 | 64.40 | 62.91 | 64.13 | 62.73 |
| 267 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.70 | 64.09 | 73.24 | 64.39 | 74.38 | 75.16 | 75.21 | 56.14 | 63.94 | 65.04 | 74.43 | 75.37 | 74.90 | 74.39 | 62.84 | 74.36 | 74.60 | 74.62 | 74.70 | 63.56 | 63.65 | 73.39 | 64.17 | 63.62 | 64.42 |
| 284 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.82 | 65.50 | 74.39 | 64.09 | 74.85 | 75.49 | 73.44 | 74.93 | 73.84 | 74.59 | 74.41 | 74.65 | 74.37 | 74.89 | 64.04 | 75.19 | 74.77 | 73.85 | 74.66 | 62.52 | 63.42 | 73.62 | 64.78 | 63.53 | 64.61 |
| 285 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.64 | 69.81 | 73.62 | 74.09 | 74.67 | 74.60 | 73.65 | 74.46 | 74.66 | 64.52 | 73.87 | 62.66 | 73.98 | 74.16 | 75.79 | 73.60 | 74.91 | 74.68 | 70.43 | 62.16 | 63.76 | 63.76 | 64.27 | 63.79 | 64.28 |
| 286 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.62 | 63.89 | 73.88 | 73.39 | 74.61 | 74.02 | 74.11 | 74.51 | 62.88 | 75.07 | 75.46 | 63.54 | 75.16 | 73.80 | 65.06 | 75.11 | 63.05 | 64.76 | 74.27 | 73.97 | 63.49 | 74.49 | 63.32 | 63.29 | 63.85 |
| 287 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.91 | 74.11 | 73.66 | 64.43 | 74.37 | 74.37 | 73.95 | 63.46 | 86.92 | 75.11 | 74.86 | 69.80 | 74.36 | 63.10 | 74.63 | 73.62 | 64.07 | 75.36 | 74.87 | 62.85 | 63.51 | 63.16 | 63.74 | 64.42 | 63.92 |
| 304 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.35 | 73.22 | 74.00 | 64.26 | 64.32 | 74.11 | 73.26 | 56.64 | 73.18 | 63.61 | 75.13 | 63.58 | 74.44 | 74.28 | 64.29 | 74.61 | 64.15 | 75.32 | 75.17 | 62.98 | 64.84 | 64.55 | 64.32 | 64.61 | 64.45 |
| 305 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.43 | 73.03 | 64.99 | 73.10 | 73.57 | 69.96 | 73.19 | 64.82 | 72.89 | 73.38 | 63.64 | 65.03 | 73.05 | 74.26 | 64.51 | 84.52 | 64.07 | 74.78 | 73.84 | 72.94 | 64.37 | 64.17 | 64.70 | 65.96 | 64.38 |
| 306 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.38 | 64.70 | 64.57 | 64.68 | 65.49 | 75.60 | 73.60 | 73.38 | 74.58 | 64.31 | 63.94 | 64.31 | 56.49 | 74.56 | 62.95 | 75.07 | 75.18 | 73.93 | 74.91 | 63.72 | 63.64 | 63.06 | 63.45 | 64.07 | 64.12 |
| 307 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 72.64 | 75.04 | 73.46 | 64.29 | 73.33 | 74.73 | 74.80 | 64.31 | 74.10 | 74.12 | 74.60 | 75.69 | 74.65 | 73.54 | 75.28 | 74.66 | 75.61 | 74.85 | 74.38 | 63.80 | 65.05 | 64.90 | 64.97 | 64.34 | 65.36 |
| 324 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.35 | 64.52 | 72.81 | 64.97 | 74.56 | 74.91 | 86.53 | 62.82 | 73.08 | 74.16 | 64.32 | 63.20 | 74.56 | 63.19 | 63.50 | 75.05 | 74.62 | 71.47 | 75.18 | 63.74 | 63.72 | 62.70 | 65.35 | 63.72 | 64.22 |
| 325 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.65 | 75.02 | 73.51 | 73.86 | 73.06 | 74.61 | 73.41 | 64.51 | 64.32 | 74.60 | 74.40 | 63.44 | 73.99 | 74.94 | 75.48 | 73.83 | 62.37 | 75.17 | 74.54 | 73.13 | 63.14 | 63.41 | 64.00 | 64.76 | 63.92 |
| 326 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.10 | 64.20 | 73.13 | 64.59 | 74.06 | 62.64 | 72.61 | 64.27 | 70.39 | 75.11 | 75.51 | 74.91 | 75.28 | 74.88 | 63.74 | 69.66 | 63.37 | 75.14 | 74.86 | 63.68 | 62.57 | 73.98 | 63.54 | 63.97 | 64.33 |
| 327 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.32 | 65.43 | 72.90 | 64.57 | 74.01 | 74.41 | 74.11 | 64.29 | 74.18 | 74.36 | 74.17 | 75.41 | 73.81 | 74.35 | 64.20 | 86.04 | 64.06 | 74.84 | 74.89 | 63.52 | 63.89 | 73.29 | 64.98 | 64.26 | 63.28 |
| 344 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 66.47 | 74.18 | 73.66 | 64.54 | 64.82 | 74.10 | 86.23 | 64.47 | 74.66 | 73.37 | 75.29 | 62.75 | 74.38 | 62.82 | 62.54 | 75.16 | 62.59 | 74.84 | 75.43 | 62.01 | 63.69 | 71.93 | 63.53 | 63.65 | 62.74 |
| 345 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.12 | 73.13 | 73.63 | 64.43 | 74.23 | 74.87 | 73.67 | 63.95 | 74.37 | 64.72 | 62.68 | 63.59 | 69.82 | 64.32 | 63.77 | 74.32 | 63.71 | 74.38 | 74.30 | 64.12 | 64.53 | 72.81 | 63.46 | 63.91 | 63.77 |
| 346 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.19 | 64.35 | 73.87 | 65.38 | 74.12 | 70.58 | 73.45 | 64.79 | 74.14 | 73.61 | 63.11 | 63.28 | 74.17 | 64.27 | 64.05 | 86.28 | 63.72 | 64.41 | 73.83 | 63.62 | 65.30 | 72.63 | 63.99 | 64.40 | 64.49 |
| 347 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.12 | 73.39 | 73.87 | 74.35 | 74.62 | 74.59 | 74.68 | 63.31 | 64.20 | 74.37 | 75.15 | 74.90 | 87.01 | 75.23 | 64.09 | 73.68 | 64.16 | 73.81 | 74.37 | 73.62 | 62.18 | 63.15 | 64.07 | 63.67 | 62.90 |
| 364 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.50 | 89.72 | 87.39 | 76.91 | 88.89 | 89.65 | 87.33 | 90.05 | 89.65 | 88.77 | 90.38 | 91.71 | 90.26 | 89.25 | 89.94 | 90.59 | 90.68 | 89.92 | 89.34 | 89.58 | 89.84 | 89.00 | 89.30 | 89.15 | 89.35 |
| 365 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.32 | 89.76 | 89.41 | 89.64 | 89.15 | 90.16 | 89.44 | 89.98 | 88.37 | 90.26 | 90.06 | 90.00 | 88.92 | 88.78 | 89.58 | 90.29 | 91.02 | 89.49 | 91.76 | 90.20 | 88.83 | 89.65 | 90.80 | 90.04 | 89.05 |
| 366 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.78 | 77.79 | 88.20 | 90.22 | 88.59 | 90.99 | 88.70 | 89.64 | 89.64 | 90.17 | 89.45 | 89.87 | 89.24 | 89.96 | 89.07 | 89.22 | 90.91 | 88.95 | 90.89 | 89.05 | 89.81 | 88.64 | 88.86 | 89.15 | 88.90 |
| 367 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.97 | 88.43 | 89.12 | 89.00 | 89.12 | 89.42 | 90.48 | 89.81 | 89.49 | 89.15 | 92.17 | 91.02 | 88.54 | 87.55 | 87.09 | 89.70 | 88.53 | 89.22 | 89.22 | 88.53 | 88.95 | 88.36 | 90.89 | 89.43 | 89.61 |
| 384 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.42 | 77.02 | 89.09 | 90.02 | 87.83 | 91.21 | 89.63 | 89.17 | 87.54 | 88.68 | 90.63 | 91.77 | 89.36 | 88.28 | 89.84 | 88.89 | 88.81 | 89.74 | 90.20 | 90.39 | 89.14 | 88.79 | 87.72 | 89.76 | 90.91 |
| 385 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.31 | 87.21 | 89.67 | 88.66 | 89.61 | 89.43 | 88.35 | 89.40 | 89.60 | 91.18 | 91.03 | 90.33 | 89.95 | 89.26 | 89.52 | 89.69 | 88.47 | 89.73 | 89.62 | 89.01 | 89.67 | 89.77 | 88.80 | 91.36 | 88.92 |
| 386 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.16 | 89.67 | 89.33 | 89.47 | 89.52 | 89.18 | 90.50 | 89.51 | 90.09 | 90.66 | 90.03 | 89.62 | 90.05 | 90.09 | 88.48 | 87.73 | 89.55 | 88.87 | 89.50 | 90.02 | 90.42 | 89.23 | 89.84 | 88.24 | 90.14 |
| 387 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.42 | 89.57 | 89.57 | 90.41 | 90.18 | 89.85 | 88.23 | 89.34 | 89.43 | 89.66 | 91.75 | 90.85 | 90.67 | 87.54 | 89.88 | 89.07 | 89.99 | 89.11 | 90.46 | 89.89 | 90.50 | 88.38 | 89.29 | 91.07 | 89.50 |
| 404 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.38 | 89.27 | 88.23 | 90.31 | 87.54 | 90.49 | 88.74 | 89.14 | 88.46 | 89.34 | 90.20 | 91.06 | 88.37 | 88.43 | 89.08 | 88.42 | 88.52 | 87.97 | 91.84 | 87.90 | 89.08 | 89.07 | 89.04 | 89.25 | 89.69 |
| 405 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.51 | 89.27 | 88.12 | 87.94 | 90.37 | 90.02 | 87.55 | 91.39 | 88.88 | 88.63 | 89.32 | 89.41 | 89.49 | 89.32 | 90.07 | 90.14 | 91.81 | 90.59 | 88.56 | 88.85 | 90.47 | 88.84 | 90.19 | 87.97 | 89.33 |
| 406 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.23 | 86.75 | 88.17 | 89.60 | 89.92 | 89.66 | 88.41 | 91.22 | 89.91 | 89.58 | 90.11 | 91.17 | 89.90 | 90.08 | 89.62 | 89.14 | 89.43 | 89.03 | 89.39 | 89.02 | 89.65 | 88.69 | 77.96 | 89.93 | 89.56 |
| 407 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.74 | 88.31 | 87.99 | 89.40 | 88.55 | 88.72 | 90.09 | 89.12 | 88.88 | 90.04 | 91.76 | 91.75 | 89.60 | 89.22 | 88.94 | 91.22 | 89.02 | 90.56 | 89.43 | 88.38 | 89.60 | 88.55 | 89.41 | 91.23 | 88.32 |
| 424 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.73 | 68.87 | 64.27 | 64.22 | 64.02 | 63.89 | 73.10 | 70.11 | 64.40 | 63.80 | 63.82 | 62.45 | 69.53 | 63.20 | 64.16 | 74.01 | 73.72 | 73.94 | 76.06 | 62.49 | 56.92 | 74.27 | 63.74 | 64.54 | 64.26 |
| 425 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.10 | 65.60 | 73.98 | 64.41 | 65.31 | 64.07 | 72.84 | 64.74 | 69.40 | 64.01 | 74.37 | 64.02 | 73.94 | 63.14 | 64.55 | 73.06 | 63.90 | 69.50 | 63.64 | 73.07 | 64.77 | 64.95 | 63.68 | 63.99 | 64.91 |
| 426 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.16 | 65.34 | 65.47 | 64.29 | 66.79 | 64.49 | 71.85 | 64.08 | 64.42 | 65.03 | 64.26 | 74.18 | 72.66 | 64.31 | 62.71 | 73.17 | 64.13 | 63.84 | 75.33 | 66.45 | 64.01 | 72.14 | 64.78 | 69.61 | 65.20 |
| 427 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.22 | 87.90 | 65.01 | 65.52 | 65.09 | 74.71 | 67.89 | 68.22 | 68.94 | 64.20 | 74.76 | 74.01 | 72.61 | 64.87 | 63.90 | 69.21 | 63.40 | 74.31 | 75.32 | 63.73 | 53.58 | 72.91 | 63.97 | 65.48 | 64.97 |
| 444 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 65.81 | 65.01 | 68.14 | 65.13 | 68.17 | 66.73 | 69.23 | 69.90 | 63.12 | 63.13 | 63.24 | 63.52 | 72.86 | 63.08 | 62.94 | 70.07 | 69.19 | 68.67 | 68.52 | 63.95 | 64.32 | 65.25 | 63.21 | 64.36 | 63.92 |
| 445 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 69.33 | 64.56 | 65.60 | 64.34 | 65.49 | 63.82 | 69.05 | 63.00 | 68.96 | 65.26 | 63.67 | 62.84 | 71.92 | 73.60 | 64.36 | 63.94 | 63.44 | 49.63 | 75.23 | 52.76 | 64.40 | 65.58 | 64.81 | 65.78 | 63.88 |
| 446 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.35 | 64.22 | 69.45 | 64.75 | 65.06 | 65.77 | 73.52 | 64.57 | 63.74 | 56.19 | 74.79 | 75.48 | 69.09 | 64.08 | 64.05 | 69.07 | 63.01 | 71.11 | 68.72 | 64.47 | 64.17 | 74.39 | 65.03 | 74.41 | 64.55 |
| 447 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 66.27 | 65.53 | 68.28 | 64.95 | 64.79 | 63.76 | 68.82 | 65.04 | 64.65 | 64.57 | 68.28 | 74.73 | 72.86 | 68.53 | 63.56 | 69.04 | 52.67 | 69.12 | 75.32 | 72.88 | 53.87 | 64.32 | 63.61 | 64.49 | 63.77 |
| 464 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.42 | 65.36 | 69.93 | 65.56 | 65.01 | 67.84 | 71.72 | 64.34 | 65.37 | 64.66 | 74.35 | 63.80 | 72.59 | 63.56 | 54.07 | 73.55 | 63.47 | 68.59 | 69.63 | 65.43 | 64.51 | 65.59 | 56.57 | 64.90 | 64.63 |
| 465 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.86 | 65.40 | 66.06 | 65.26 | 65.28 | 74.82 | 72.61 | 63.68 | 64.13 | 56.13 | 63.66 | 62.33 | 65.03 | 62.93 | 62.87 | 73.20 | 63.55 | 63.01 | 75.42 | 64.53 | 64.04 | 73.98 | 63.65 | 64.34 | 65.73 |
| 466 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 65.85 | 65.34 | 65.26 | 65.30 | 64.81 | 64.32 | 72.55 | 64.56 | 69.16 | 64.33 | 69.15 | 63.56 | 73.63 | 64.26 | 63.32 | 69.53 | 68.11 | 69.68 | 63.82 | 53.14 | 52.55 | 72.89 | 63.69 | 64.72 | 64.64 |
| 467 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 66.22 | 69.02 | 64.56 | 64.88 | 65.16 | 75.06 | 72.78 | 65.18 | 69.89 | 65.70 | 69.27 | 69.38 | 52.74 | 65.27 | 54.79 | 73.08 | 54.15 | 73.81 | 63.74 | 64.05 | 64.83 | 53.26 | 69.58 | 64.47 | 65.62 |
| 484 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.81 | 65.56 | 65.59 | 64.62 | 65.01 | 75.10 | 73.38 | 65.23 | 64.71 | 65.26 | 66.65 | 69.69 | 72.62 | 63.28 | 63.42 | 69.57 | 69.66 | 62.41 | 75.17 | 63.70 | 64.08 | 72.28 | 69.46 | 64.56 | 64.09 |
| 485 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 66.91 | 65.57 | 68.67 | 64.59 | 64.80 | 68.83 | 73.61 | 70.42 | 70.46 | 60.76 | 69.98 | 67.77 | 70.40 | 62.92 | 63.26 | 72.03 | 73.62 | 70.13 | 64.64 | 63.81 | 63.97 | 64.46 | 65.04 | 52.65 | 65.15 |
| 486 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.39 | 65.38 | 67.86 | 64.44 | 65.27 | 67.43 | 73.06 | 64.45 | 68.44 | 65.12 | 64.22 | 69.37 | 64.75 | 73.07 | 63.59 | 64.59 | 54.78 | 63.83 | 74.38 | 63.16 | 65.04 | 64.49 | 64.01 | 65.33 | 63.74 |
| 487 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 68.34 | 64.40 | 64.97 | 63.60 | 86.47 | 63.61 | 73.54 | 69.67 | 63.16 | 64.49 | 75.43 | 74.05 | 73.38 | 63.22 | 63.06 | 64.79 | 62.63 | 62.57 | 74.73 | 62.20 | 62.88 | 64.52 | 64.22 | 63.16 | 64.40 |
| 504 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.10 | 69.74 | 65.13 | 64.41 | 65.11 | 63.64 | 71.79 | 64.25 | 69.16 | 64.56 | 68.60 | 63.80 | 73.41 | 69.99 | 63.56 | 64.62 | 73.67 | 69.74 | 64.53 | 66.93 | 54.58 | 73.33 | 65.00 | 64.23 | 64.07 |
| 505 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 66.82 | 65.09 | 64.37 | 64.38 | 64.53 | 67.40 | 68.36 | 65.16 | 69.37 | 64.19 | 75.35 | 63.81 | 72.85 | 63.86 | 63.27 | 67.71 | 63.29 | 71.05 | 64.31 | 54.66 | 63.41 | 73.39 | 63.82 | 62.96 | 64.05 |
| 506 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 65.48 | 62.77 | 69.23 | 65.43 | 68.16 | 74.87 | 73.54 | 64.53 | 69.59 | 63.95 | 63.14 | 63.57 | 73.22 | 63.55 | 63.96 | 70.00 | 73.11 | 64.05 | 75.42 | 53.42 | 65.37 | 63.78 | 63.92 | 63.46 | 65.04 |
| 507 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 66.35 | 64.40 | 65.20 | 64.65 | 64.76 | 63.84 | 73.99 | 65.15 | 65.57 | 69.12 | 67.84 | 70.69 | 72.00 | 73.29 | 63.93 | 73.66 | 63.27 | 64.38 | 74.57 | 64.57 | 63.67 | 54.57 | 68.57 | 72.06 | 65.29 |
| 524 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.60 | 64.40 | 64.56 | 64.62 | 65.12 | 63.32 | 69.49 | 64.26 | 56.78 | 65.80 | 63.49 | 63.76 | 69.27 | 63.15 | 62.76 | 68.18 | 63.11 | 67.68 | 75.23 | 55.89 | 62.46 | 73.42 | 64.02 | 63.76 | 56.15 |
| 525 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.71 | 64.42 | 69.26 | 63.50 | 69.20 | 63.54 | 64.27 | 54.53 | 69.69 | 64.84 | 63.01 | 60.85 | 70.17 | 63.00 | 62.79 | 67.48 | 63.63 | 73.86 | 63.88 | 64.12 | 63.37 | 73.40 | 64.32 | 63.47 | 65.32 |
| 526 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 67.99 | 64.84 | 65.74 | 65.50 | 64.66 | 64.11 | 65.26 | 64.52 | 63.56 | 68.75 | 67.19 | 68.49 | 87.08 | 64.03 | 54.23 | 69.51 | 63.14 | 72.27 | 63.99 | 63.34 | 65.10 | 71.91 | 65.26 | 64.87 | 65.03 |
| 527 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.79 | 67.00 | 64.22 | 64.69 | 64.86 | 74.51 | 73.78 | 70.97 | 68.39 | 64.93 | 63.94 | 62.67 | 73.41 | 69.15 | 71.28 | 68.85 | 63.29 | 54.98 | 63.50 | 64.40 | 63.61 | 52.97 | 64.72 | 64.91 | 64.32 |
| 544 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 87.45 | 90.51 | 91.20 | 88.98 | 75.83 | 88.43 | 89.22 | 88.42 | 88.66 | 89.41 | 88.87 | 90.35 | 89.86 | 89.32 | 90.36 | 89.14 | 90.01 | 90.04 | 90.24 | 89.58 | 90.26 | 86.35 | 89.26 | 89.01 | 87.77 |
| 545 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.60 | 90.74 | 88.61 | 89.91 | 90.04 | 89.39 | 90.03 | 89.62 | 90.53 | 88.81 | 90.04 | 89.20 | 90.04 | 89.33 | 89.64 | 89.80 | 90.21 | 88.13 | 90.26 | 88.95 | 88.71 | 89.90 | 89.00 | 88.58 | 90.37 |
| 546 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 88.37 | 90.02 | 87.34 | 90.72 | 88.85 | 89.04 | 89.71 | 88.38 | 87.05 | 88.35 | 89.91 | 89.73 | 88.27 | 88.06 | 89.28 | 88.59 | 89.54 | 88.45 | 89.32 | 88.25 | 88.67 | 89.06 | 89.18 | 88.86 | 88.38 |
| 547 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.92 | 88.42 | 90.89 | 90.46 | 88.81 | 90.24 | 88.92 | 87.25 | 88.43 | 88.15 | 89.23 | 89.95 | 88.73 | 90.04 | 89.13 | 90.11 | 90.20 | 88.72 | 88.94 | 90.06 | 90.57 | 89.98 | 89.11 | 90.49 | 89.21 |
| 564 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.31 | 90.10 | 89.99 | 89.63 | 89.71 | 90.38 | 89.96 | 88.38 | 88.51 | 90.06 | 89.52 | 90.98 | 89.63 | 88.54 | 88.77 | 91.45 | 90.94 | 88.72 | 89.20 | 75.97 | 90.23 | 88.43 | 76.70 | 87.98 | 88.75 |
| 565 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.97 | 90.63 | 89.92 | 88.71 | 88.82 | 89.41 | 88.53 | 89.94 | 90.76 | 88.31 | 90.51 | 89.83 | 89.39 | 89.31 | 89.39 | 90.11 | 89.21 | 88.90 | 89.52 | 89.99 | 88.80 | 88.63 | 87.90 | 88.98 | 89.51 |
| 566 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.65 | 90.31 | 91.48 | 90.66 | 88.71 | 90.12 | 88.75 | 90.20 | 87.39 | 88.65 | 90.39 | 89.91 | 89.13 | 88.66 | 89.73 | 89.11 | 88.57 | 89.69 | 91.12 | 89.19 | 90.71 | 87.70 | 76.56 | 90.29 | 89.30 |
| 567 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 88.05 | 88.00 | 76.71 | 88.54 | 87.47 | 90.16 | 88.92 | 77.45 | 90.06 | 89.17 | 89.99 | 88.81 | 90.29 | 89.01 | 89.73 | 89.32 | 89.96 | 88.68 | 89.43 | 89.27 | 89.69 | 74.99 | 89.18 | 89.44 | 90.69 |
| 584 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.83 | 89.68 | 88.90 | 89.74 | 89.11 | 90.15 | 90.98 | 90.40 | 89.67 | 88.88 | 87.94 | 90.19 | 87.30 | 89.65 | 88.89 | 90.58 | 89.79 | 91.00 | 90.50 | 90.14 | 88.20 | 75.56 | 89.14 | 88.54 | 89.71 |
| 585 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.03 | 89.78 | 89.58 | 88.80 | 89.04 | 90.20 | 88.72 | 90.72 | 88.98 | 89.85 | 89.93 | 90.99 | 88.70 | 89.38 | 88.76 | 89.74 | 90.39 | 89.28 | 90.62 | 76.36 | 89.67 | 88.72 | 89.16 | 88.86 | 90.05 |
| 586 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 86.97 | 88.67 | 89.50 | 89.38 | 89.72 | 89.82 | 89.25 | 89.69 | 89.46 | 89.51 | 88.82 | 88.95 | 89.66 | 89.50 | 88.58 | 90.28 | 90.96 | 89.91 | 89.84 | 87.56 | 89.96 | 88.63 | 76.23 | 89.60 | 89.01 |
| 587 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 87.48 | 88.79 | 89.28 | 88.02 | 89.91 | 89.79 | 87.68 | 90.08 | 89.11 | 88.23 | 90.07 | 89.48 | 89.66 | 89.12 | 89.28 | 89.55 | 89.05 | 89.34 | 91.00 | 89.41 | 89.51 | 88.78 | 88.54 | 90.34 | 88.48 |
| 604 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 64.27 | 64.86 | 64.51 | 64.54 | 66.10 | 74.86 | 74.86 | 64.31 | 64.32 | 63.27 | 64.10 | 74.94 | 70.28 | 63.84 | 63.49 | 74.19 | 64.08 | 74.00 | 63.10 | 63.31 | 53.68 | 63.92 | 63.82 | 65.04 | 64.51 |
| 605 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.67 | 65.08 | 65.67 | 65.26 | 68.46 | 70.28 | 69.08 | 65.00 | 64.95 | 64.98 | 74.38 | 62.65 | 69.67 | 63.35 | 63.77 | 73.17 | 63.84 | 54.14 | 63.70 | 62.84 | 64.33 | 65.18 | 63.16 | 65.23 | 65.29 |
| 606 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.40 | 64.76 | 73.93 | 64.70 | 65.68 | 66.44 | 73.57 | 64.24 | 64.65 | 63.81 | 63.39 | 62.23 | 69.31 | 55.11 | 64.07 | 73.27 | 55.21 | 70.84 | 73.73 | 64.82 | 63.47 | 72.74 | 65.00 | 65.54 | 64.27 |
| 607 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 64.96 | 65.17 | 65.09 | 65.33 | 64.97 | 74.63 | 73.46 | 64.30 | 64.13 | 65.58 | 75.42 | 70.34 | 72.52 | 63.47 | 64.02 | 64.31 | 64.58 | 73.29 | 74.10 | 64.71 | 55.74 | 73.75 | 64.80 | 65.31 | 65.01 |
| 624 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 71.98 | 70.17 | 64.93 | 65.11 | 55.68 | 64.05 | 65.38 | 63.47 | 63.54 | 64.40 | 67.98 | 63.60 | 70.96 | 63.22 | 63.57 | 73.08 | 62.85 | 66.56 | 69.68 | 64.03 | 63.43 | 73.58 | 64.46 | 65.30 | 52.88 |
| 625 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.00 | 64.77 | 73.64 | 69.59 | 64.67 | 69.20 | 72.25 | 71.22 | 65.07 | 64.48 | 64.60 | 63.92 | 71.80 | 70.56 | 64.67 | 63.27 | 64.30 | 64.35 | 74.10 | 54.85 | 65.21 | 71.64 | 64.51 | 64.04 | 64.54 |
| 626 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 67.64 | 70.54 | 72.25 | 66.00 | 65.42 | 65.87 | 73.32 | 64.32 | 65.03 | 64.69 | 75.27 | 69.66 | 73.51 | 62.66 | 62.92 | 72.51 | 73.12 | 68.45 | 69.99 | 65.73 | 64.01 | 65.82 | 64.38 | 51.61 | 64.36 |
| 627 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 67.71 | 65.42 | 65.16 | 65.40 | 65.39 | 64.38 | 73.72 | 70.96 | 54.44 | 63.97 | 64.31 | 74.34 | 72.58 | 53.16 | 63.36 | 69.35 | 63.85 | 72.59 | 74.48 | 64.14 | 54.60 | 63.05 | 64.84 | 64.16 | 64.83 |
| 644 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.55 | 64.77 | 64.96 | 65.87 | 65.44 | 64.24 | 72.64 | 70.03 | 62.80 | 64.10 | 62.76 | 63.55 | 73.13 | 65.09 | 64.00 | 72.92 | 63.54 | 70.51 | 70.61 | 63.84 | 63.99 | 56.14 | 65.22 | 64.53 | 70.51 |
| 645 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.47 | 68.95 | 69.10 | 65.02 | 64.99 | 68.06 | 75.08 | 64.22 | 65.17 | 70.93 | 75.33 | 70.16 | 74.05 | 64.00 | 63.80 | 63.70 | 53.02 | 63.26 | 73.81 | 53.54 | 65.53 | 72.40 | 63.85 | 64.35 | 63.67 |
| 646 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 65.40 | 68.15 | 65.03 | 64.41 | 68.03 | 64.31 | 64.40 | 69.82 | 69.07 | 64.11 | 73.61 | 62.75 | 72.39 | 64.10 | 64.04 | 72.89 | 68.74 | 73.51 | 75.07 | 63.84 | 63.37 | 64.83 | 64.23 | 63.80 | 64.47 |
| 647 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.28 | 64.94 | 65.33 | 65.06 | 64.62 | 74.88 | 74.31 | 69.97 | 73.32 | 63.23 | 75.58 | 63.69 | 73.29 | 63.54 | 63.03 | 69.09 | 63.78 | 65.00 | 63.95 | 52.44 | 65.12 | 72.62 | 65.28 | 64.84 | 55.59 |
| 664 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.16 | 64.73 | 64.66 | 64.32 | 64.51 | 63.86 | 69.54 | 64.29 | 64.31 | 68.43 | 68.50 | 70.29 | 72.62 | 64.25 | 64.57 | 72.85 | 64.01 | 70.81 | 75.01 | 65.04 | 63.04 | 72.64 | 64.07 | 64.24 | 64.84 |
| 665 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.80 | 64.50 | 68.57 | 65.23 | 66.00 | 68.34 | 70.33 | 56.54 | 69.77 | 64.47 | 68.84 | 63.08 | 69.69 | 64.70 | 63.62 | 72.99 | 63.33 | 73.52 | 63.57 | 62.61 | 64.45 | 74.13 | 64.20 | 64.79 | 64.06 |
| 666 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 65.18 | 74.12 | 69.65 | 64.42 | 65.12 | 63.75 | 73.45 | 63.88 | 55.43 | 64.46 | 63.32 | 63.24 | 63.72 | 64.30 | 63.20 | 72.76 | 54.15 | 73.79 | 60.59 | 64.81 | 62.80 | 72.49 | 63.91 | 64.84 | 64.16 |
| 667 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.92 | 64.22 | 64.36 | 64.79 | 64.90 | 60.99 | 73.81 | 63.99 | 55.92 | 65.16 | 64.32 | 61.60 | 73.83 | 63.20 | 63.57 | 72.56 | 63.08 | 63.95 | 74.85 | 63.28 | 62.44 | 73.36 | 63.93 | 64.26 | 53.15 |
| 684 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.13 | 64.96 | 68.40 | 64.06 | 64.18 | 74.86 | 68.00 | 64.29 | 64.58 | 65.71 | 75.07 | 62.53 | 73.35 | 63.09 | 62.71 | 69.56 | 53.98 | 70.83 | 63.29 | 50.53 | 52.94 | 69.36 | 64.30 | 70.11 | 64.70 |
| 685 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.17 | 64.51 | 64.09 | 64.56 | 64.94 | 69.57 | 63.61 | 65.28 | 65.40 | 69.88 | 63.55 | 68.75 | 69.51 | 63.31 | 62.74 | 73.35 | 64.28 | 86.60 | 75.27 | 63.44 | 64.32 | 56.85 | 63.27 | 69.87 | 65.29 |
| 686 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.37 | 64.50 | 58.63 | 64.93 | 65.36 | 62.80 | 68.64 | 63.87 | 72.56 | 69.24 | 74.84 | 63.55 | 70.01 | 63.00 | 64.57 | 67.17 | 64.08 | 73.15 | 75.38 | 63.98 | 63.57 | 72.62 | 65.03 | 64.69 | 65.46 |
| 687 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 65.62 | 64.12 | 64.51 | 64.09 | 64.20 | 62.58 | 70.04 | 63.11 | 63.66 | 65.17 | 64.49 | 63.42 | 71.10 | 63.10 | 63.25 | 73.35 | 63.35 | 73.53 | 69.59 | 63.69 | 64.09 | 51.64 | 52.73 | 62.90 | 64.27 |
| 704 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 67.70 | 64.35 | 65.28 | 64.75 | 65.06 | 64.31 | 66.45 | 64.63 | 63.15 | 64.16 | 63.48 | 62.08 | 69.84 | 68.89 | 62.88 | 65.31 | 69.91 | 72.83 | 75.02 | 64.26 | 53.21 | 63.22 | 63.64 | 64.29 | 64.29 |
| 705 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 70.07 | 64.86 | 65.12 | 65.47 | 65.04 | 65.16 | 63.69 | 65.37 | 69.39 | 64.14 | 75.38 | 63.63 | 72.83 | 64.73 | 65.20 | 71.24 | 64.52 | 65.03 | 75.19 | 52.84 | 64.49 | 64.29 | 64.59 | 65.70 | 63.99 |
| 706 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 65.64 | 65.25 | 64.26 | 63.72 | 64.43 | 68.52 | 72.67 | 63.64 | 63.70 | 63.51 | 63.73 | 62.12 | 72.79 | 73.13 | 63.46 | 68.04 | 63.05 | 63.27 | 74.34 | 64.40 | 63.62 | 53.65 | 62.80 | 63.99 | 56.60 |
| 707 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.75 | 65.08 | 64.31 | 64.46 | 65.62 | 63.57 | 72.37 | 63.56 | 70.31 | 66.16 | 68.77 | 63.37 | 68.92 | 63.33 | 62.85 | 74.30 | 63.35 | 51.74 | 75.69 | 64.56 | 64.19 | 65.04 | 64.73 | 64.59 | 63.70 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 77.52 | 92.32 | 93.11 | 92.31 | 92.08 | 92.02 | 92.63 | 92.48 | 89.80 | 92.57 | 92.86 | 93.48 | 90.08 | 90.16 | 90.20 | 86.26 | 92.18 | 91.31 | 93.81 | 76.67 | 93.60 | 92.90 | 92.22 | 76.18 | 88.99 |
| 5 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.29 | 49.17 | 92.45 | 90.85 | 90.98 | 93.16 | 92.73 | 91.39 | 91.82 | 49.17 | 91.74 | 92.53 | 92.22 | 91.08 | 91.38 | 95.04 | 92.51 | 93.99 | 90.97 | 93.48 | 93.48 | 93.80 | 93.26 | 91.31 | 74.17 |
| 6 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.54 | 91.95 | 90.43 | 90.90 | 74.65 | 92.67 | 90.81 | 92.49 | 92.97 | 93.74 | 92.51 | 91.52 | 92.44 | 92.96 | 94.52 | 95.19 | 90.85 | 93.67 | 93.12 | 95.15 | 93.09 | 93.38 | 92.02 | 93.92 | 75.28 |
| 7 | 372 | 16 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 94.01 | 81.16 | 93.18 | 89.75 | 90.32 | 93.56 | 94.13 | 92.81 | 93.38 | 90.37 | 92.87 | 93.53 | 92.13 | 92.46 | 91.19 | 94.48 | 94.74 | 91.97 | 92.45 | 93.57 | 75.59 | 93.67 | 92.35 | 81.47 | 93.46 |
| 24 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 94.13 | 90.16 | 92.16 | 91.64 | 78.17 | 92.28 | 91.75 | 92.19 | 92.09 | 92.81 | 92.97 | 91.50 | 90.04 | 92.37 | 84.22 | 93.25 | 92.29 | 89.94 | 91.50 | 93.84 | 92.96 | 87.55 | 89.91 | 93.70 | 74.54 |
| 25 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.76 | 92.36 | 90.91 | 90.03 | 93.77 | 92.53 | 90.81 | 49.17 | 91.86 | 93.17 | 92.16 | 91.41 | 92.62 | 92.71 | 89.04 | 90.11 | 92.67 | 94.15 | 92.00 | 75.88 | 93.77 | 91.71 | 93.17 | 93.38 | 93.63 |
| 26 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.75 | 92.81 | 91.99 | 74.96 | 96.66 | 93.40 | 89.82 | 91.51 | 94.76 | 92.92 | 92.48 | 89.38 | 91.26 | 94.14 | 93.34 | 92.58 | 93.28 | 93.64 | 49.17 | 94.07 | 92.64 | 74.25 | 91.21 | 91.29 | 92.66 |
| 27 | 372 | 16 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.81 | 91.85 | 93.38 | 91.38 | 93.10 | 93.09 | 91.71 | 93.29 | 89.49 | 92.74 | 92.38 | 91.99 | 94.97 | 91.98 | 93.67 | 93.52 | 92.43 | 93.18 | 92.82 | 94.47 | 94.46 | 94.38 | 94.07 | 93.12 | 92.69 |
| 44 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.63 | 88.93 | 91.03 | 76.90 | 91.31 | 92.36 | 92.26 | 74.55 | 92.23 | 92.66 | 92.79 | 93.77 | 91.27 | 94.16 | 90.74 | 92.14 | 91.50 | 93.21 | 93.14 | 93.81 | 93.66 | 91.25 | 91.66 | 80.27 | 92.98 |
| 45 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 93.48 | 90.85 | 91.65 | 92.57 | 91.75 | 92.51 | 87.25 | 93.75 | 91.83 | 94.74 | 91.54 | 93.29 | 93.61 | 92.74 | 92.00 | 93.80 | 92.94 | 93.39 | 90.65 | 93.41 | 93.65 | 93.45 | 93.48 | 93.59 | 90.90 |
| 46 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.60 | 91.81 | 91.28 | 91.88 | 93.21 | 89.26 | 91.88 | 92.38 | 92.96 | 91.52 | 92.28 | 93.20 | 91.15 | 93.93 | 93.30 | 94.38 | 91.99 | 92.44 | 91.68 | 94.19 | 87.80 | 94.26 | 90.82 | 93.64 | 93.88 |
| 47 | 372 | 16 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 92.75 | 89.47 | 93.17 | 91.69 | 91.28 | 92.27 | 90.59 | 93.85 | 93.41 | 93.28 | 91.06 | 91.70 | 93.69 | 91.14 | 93.29 | 94.74 | 93.19 | 94.70 | 92.85 | 94.50 | 92.77 | 91.85 | 93.32 | 93.87 | 77.29 |
| 64 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 75.34 | 58.48 | 75.16 | 49.17 | 58.60 | 76.56 | 75.76 | 57.86 | 56.81 | 76.59 | 76.56 | 50.38 | 77.18 | 57.51 | 56.96 | 76.54 | 57.17 | 76.65 | 77.43 | 55.97 | 56.95 | 77.02 | 57.27 | 56.92 | 57.96 |
| 65 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 74.69 | 75.02 | 57.95 | 74.99 | 75.41 | 70.48 | 74.33 | 57.95 | 75.90 | 75.12 | 76.56 | 77.40 | 67.91 | 76.44 | 57.79 | 68.62 | 56.90 | 76.04 | 77.30 | 55.97 | 56.48 | 50.25 | 57.32 | 56.51 | 56.56 |
| 66 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.85 | 58.95 | 74.77 | 74.51 | 75.16 | 76.08 | 74.71 | 57.87 | 75.47 | 75.71 | 77.40 | 76.96 | 76.92 | 57.58 | 57.82 | 74.63 | 75.20 | 68.92 | 77.51 | 56.02 | 56.91 | 55.27 | 56.02 | 56.42 | 55.74 |
| 67 | 372 | 16 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.12 | 58.94 | 74.13 | 59.25 | 74.24 | 50.13 | 74.76 | 76.19 | 74.45 | 58.37 | 76.31 | 77.04 | 69.68 | 75.51 | 57.94 | 90.47 | 56.79 | 76.32 | 57.06 | 57.15 | 57.04 | 76.11 | 56.67 | 57.57 | 56.28 |
| 84 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.09 | 57.52 | 74.21 | 57.90 | 75.41 | 76.68 | 75.26 | 58.27 | 75.79 | 58.01 | 76.94 | 77.32 | 75.91 | 57.97 | 58.53 | 91.12 | 56.87 | 75.44 | 71.12 | 55.94 | 55.54 | 56.11 | 56.31 | 56.96 | 56.82 |
| 85 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 75.61 | 75.29 | 74.81 | 58.69 | 76.03 | 76.25 | 74.67 | 74.48 | 76.22 | 76.22 | 76.45 | 57.35 | 75.97 | 75.22 | 49.17 | 76.14 | 56.43 | 74.53 | 76.55 | 56.45 | 57.48 | 56.60 | 57.16 | 57.27 | 56.34 |
| 86 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 68.75 | 75.42 | 76.11 | 59.41 | 75.43 | 75.65 | 75.20 | 74.23 | 76.08 | 75.25 | 76.73 | 57.75 | 75.28 | 75.29 | 58.69 | 76.16 | 49.50 | 75.10 | 76.03 | 77.07 | 57.69 | 75.41 | 56.53 | 56.63 | 56.79 |
| 87 | 372 | 16 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.74 | 59.78 | 75.21 | 75.28 | 73.67 | 76.18 | 75.23 | 58.69 | 75.95 | 75.91 | 76.29 | 76.56 | 75.82 | 75.72 | 74.60 | 76.17 | 74.83 | 75.92 | 74.92 | 56.83 | 56.94 | 57.57 | 56.80 | 56.60 | 56.70 |
| 104 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 75.18 | 74.62 | 74.83 | 75.67 | 59.25 | 88.52 | 76.40 | 57.86 | 76.27 | 75.21 | 57.16 | 75.67 | 75.96 | 74.55 | 57.94 | 57.39 | 75.05 | 76.43 | 76.96 | 57.38 | 57.57 | 56.91 | 56.60 | 56.42 | 55.93 |
| 105 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 75.01 | 57.95 | 75.14 | 59.01 | 69.29 | 89.95 | 75.16 | 56.71 | 74.86 | 89.98 | 76.06 | 57.14 | 75.91 | 75.51 | 58.37 | 70.16 | 75.76 | 74.76 | 76.16 | 57.01 | 56.17 | 56.44 | 56.20 | 56.17 | 56.70 |
| 106 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.26 | 58.71 | 74.68 | 58.74 | 59.50 | 74.95 | 74.64 | 75.91 | 75.44 | 75.27 | 75.95 | 57.93 | 68.96 | 69.61 | 75.84 | 57.52 | 57.82 | 75.34 | 57.39 | 57.07 | 56.63 | 75.24 | 56.69 | 56.83 | 56.96 |
| 107 | 372 | 16 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.86 | 57.60 | 74.08 | 58.54 | 75.23 | 75.17 | 75.57 | 75.46 | 76.06 | 75.09 | 76.35 | 77.29 | 75.67 | 58.49 | 58.31 | 76.13 | 58.00 | 57.29 | 56.86 | 56.74 | 56.57 | 56.76 | 55.91 | 57.70 | 55.91 |
| 124 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.80 | 57.73 | 75.26 | 59.09 | 74.04 | 76.08 | 75.96 | 57.07 | 76.63 | 76.25 | 75.92 | 76.59 | 74.48 | 76.49 | 58.18 | 76.15 | 75.09 | 76.08 | 76.89 | 56.33 | 56.65 | 76.78 | 56.66 | 56.09 | 56.95 |
| 125 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 75.35 | 57.93 | 75.32 | 57.52 | 74.86 | 76.14 | 68.49 | 58.08 | 76.44 | 75.97 | 76.62 | 57.19 | 76.92 | 75.74 | 58.38 | 76.56 | 76.24 | 76.03 | 76.58 | 75.91 | 56.06 | 57.67 | 56.71 | 57.64 | 57.55 |
| 126 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.84 | 74.56 | 58.63 | 58.21 | 58.03 | 76.00 | 75.03 | 58.00 | 75.00 | 57.88 | 76.35 | 76.57 | 75.00 | 75.24 | 58.39 | 76.25 | 75.45 | 75.04 | 76.61 | 57.22 | 56.87 | 56.97 | 56.94 | 57.23 | 57.59 |
| 127 | 372 | 16 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.50 | 57.59 | 74.10 | 58.26 | 59.22 | 76.53 | 73.82 | 74.68 | 76.09 | 51.08 | 56.73 | 56.45 | 75.01 | 57.95 | 57.34 | 76.32 | 56.83 | 75.36 | 57.16 | 56.15 | 57.29 | 57.25 | 57.14 | 56.42 | 57.16 |
| 144 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.46 | 57.61 | 49.17 | 75.21 | 74.26 | 57.41 | 74.06 | 58.26 | 75.38 | 69.45 | 76.94 | 57.29 | 75.26 | 57.15 | 57.83 | 77.15 | 68.36 | 75.87 | 76.84 | 56.53 | 55.32 | 57.92 | 56.19 | 56.12 | 91.79 |
| 145 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.82 | 58.26 | 73.84 | 58.79 | 75.37 | 58.40 | 74.18 | 75.31 | 75.09 | 67.66 | 75.55 | 76.33 | 74.64 | 75.83 | 59.19 | 67.44 | 57.89 | 75.16 | 76.32 | 56.89 | 56.98 | 57.63 | 57.12 | 56.39 | 56.89 |
| 146 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.83 | 75.77 | 74.80 | 58.05 | 58.30 | 76.03 | 75.34 | 58.61 | 68.90 | 74.96 | 75.96 | 56.21 | 87.06 | 76.09 | 57.97 | 76.17 | 58.01 | 75.23 | 56.59 | 75.68 | 56.29 | 56.56 | 57.26 | 76.80 | 57.12 |
| 147 | 372 | 16 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.34 | 75.21 | 74.25 | 58.31 | 74.38 | 75.40 | 74.43 | 76.05 | 70.05 | 74.77 | 76.51 | 56.26 | 75.75 | 75.57 | 50.50 | 75.72 | 57.86 | 75.99 | 76.00 | 56.73 | 55.79 | 57.16 | 56.51 | 57.07 | 56.46 |
| 164 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 75.39 | 57.77 | 75.40 | 58.26 | 74.73 | 76.51 | 75.17 | 57.62 | 75.42 | 75.33 | 75.77 | 76.62 | 75.27 | 75.82 | 57.92 | 75.81 | 57.64 | 68.36 | 76.87 | 76.06 | 58.00 | 76.35 | 56.89 | 57.29 | 57.25 |
| 165 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.47 | 74.79 | 74.10 | 75.10 | 73.92 | 74.87 | 74.89 | 74.98 | 67.54 | 75.59 | 76.14 | 76.54 | 76.16 | 75.32 | 58.94 | 75.00 | 58.02 | 75.42 | 76.22 | 57.01 | 55.84 | 75.51 | 56.58 | 56.17 | 56.40 |
| 166 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 75.42 | 75.33 | 73.88 | 74.99 | 74.44 | 75.42 | 74.70 | 74.35 | 89.67 | 58.67 | 56.88 | 76.40 | 75.12 | 57.41 | 59.19 | 75.89 | 57.84 | 75.43 | 75.64 | 56.30 | 57.22 | 57.38 | 56.77 | 57.16 | 56.83 |
| 167 | 372 | 16 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 74.18 | 74.48 | 74.79 | 58.31 | 57.38 | 57.45 | 73.70 | 74.63 | 75.45 | 75.23 | 75.95 | 77.50 | 76.35 | 57.58 | 58.28 | 68.66 | 56.41 | 74.74 | 76.42 | 56.44 | 55.77 | 56.76 | 56.27 | 56.21 | 55.77 |
| 184 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.06 | 82.31 | 92.22 | 91.61 | 89.52 | 88.05 | 91.56 | 94.26 | 91.43 | 93.72 | 91.92 | 92.63 | 93.05 | 92.25 | 92.39 | 93.82 | 94.28 | 92.84 | 92.64 | 70.41 | 93.76 | 75.66 | 93.45 | 74.81 | 91.42 |
| 185 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 90.40 | 91.60 | 94.71 | 92.73 | 92.44 | 92.38 | 92.87 | 91.52 | 93.60 | 89.96 | 90.02 | 94.23 | 92.20 | 90.16 | 75.09 | 90.17 | 90.30 | 92.55 | 92.93 | 93.25 | 94.63 | 93.15 | 91.82 | 91.93 | 91.64 |
| 186 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.60 | 91.10 | 92.16 | 90.88 | 93.58 | 91.90 | 90.59 | 91.59 | 93.36 | 91.24 | 93.11 | 91.53 | 89.53 | 93.04 | 91.38 | 95.90 | 93.10 | 90.20 | 92.67 | 89.76 | 94.10 | 94.48 | 93.09 | 94.00 | 93.38 |
| 187 | 372 | 16 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 90.92 | 94.10 | 89.24 | 89.83 | 72.43 | 92.33 | 91.24 | 75.57 | 92.60 | 93.86 | 92.59 | 91.69 | 92.85 | 92.01 | 92.52 | 92.59 | 94.09 | 92.13 | 93.39 | 93.57 | 73.84 | 93.26 | 75.87 | 92.95 | 91.51 |
| 204 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 91.40 | 91.17 | 91.92 | 90.34 | 93.32 | 91.34 | 91.48 | 92.91 | 93.74 | 93.34 | 92.49 | 92.27 | 92.57 | 93.98 | 92.34 | 93.13 | 94.66 | 90.15 | 90.33 | 93.69 | 49.17 | 92.97 | 93.01 | 90.49 | 93.15 |
| 205 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.66 | 92.16 | 93.72 | 91.19 | 92.18 | 89.44 | 92.20 | 90.95 | 92.00 | 92.23 | 92.58 | 91.01 | 92.35 | 92.02 | 91.86 | 90.39 | 90.05 | 93.85 | 91.62 | 94.19 | 93.40 | 92.41 | 92.87 | 94.27 | 92.40 |
| 206 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 93.20 | 92.15 | 93.12 | 91.50 | 91.84 | 94.14 | 92.97 | 91.73 | 88.43 | 91.13 | 93.18 | 94.68 | 91.19 | 92.00 | 92.12 | 91.83 | 93.71 | 92.75 | 93.07 | 91.92 | 93.13 | 94.07 | 74.91 | 93.67 | 91.30 |
| 207 | 372 | 16 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.75 | 92.67 | 93.04 | 92.08 | 92.32 | 90.57 | 93.80 | 93.51 | 91.18 | 92.46 | 92.48 | 94.43 | 93.83 | 94.24 | 94.17 | 92.49 | 92.89 | 94.18 | 93.58 | 93.44 | 92.46 | 95.40 | 93.85 | 91.99 | 91.53 |
| 224 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.12 | 90.16 | 91.00 | 89.80 | 90.86 | 92.46 | 91.46 | 90.76 | 92.44 | 92.71 | 91.26 | 92.76 | 90.25 | 93.24 | 93.21 | 88.82 | 92.76 | 91.50 | 91.91 | 93.78 | 83.59 | 76.03 | 92.14 | 94.67 | 91.31 |
| 225 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.77 | 91.48 | 93.67 | 93.93 | 93.36 | 90.68 | 93.44 | 91.04 | 92.34 | 90.39 | 90.87 | 91.82 | 92.68 | 90.96 | 93.39 | 94.43 | 91.22 | 94.29 | 91.50 | 93.49 | 93.56 | 94.57 | 94.94 | 93.42 | 93.74 |
| 226 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 91.20 | 91.75 | 93.02 | 90.84 | 92.59 | 93.77 | 91.90 | 90.92 | 92.53 | 93.03 | 93.08 | 91.28 | 92.77 | 92.12 | 90.59 | 92.49 | 94.75 | 94.36 | 92.84 | 91.73 | 93.58 | 94.00 | 92.22 | 93.33 | 91.45 |
| 227 | 372 | 16 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.06 | 92.17 | 90.42 | 89.87 | 91.38 | 89.76 | 90.82 | 92.62 | 92.82 | 92.82 | 93.45 | 91.84 | 93.34 | 92.67 | 91.41 | 92.95 | 93.30 | 93.67 | 92.48 | 92.85 | 93.98 | 92.46 | 93.67 | 90.33 | 93.23 |
| 244 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.55 | 75.14 | 50.29 | 60.29 | 58.20 | 57.29 | 58.65 | 58.28 | 76.25 | 57.80 | 76.72 | 56.84 | 75.20 | 56.53 | 57.27 | 75.12 | 56.77 | 50.41 | 70.44 | 57.48 | 56.38 | 57.30 | 56.75 | 57.53 | 56.04 |
| 245 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.25 | 74.69 | 58.45 | 58.79 | 59.38 | 76.44 | 74.57 | 57.67 | 75.65 | 76.02 | 76.58 | 69.73 | 75.84 | 75.22 | 59.14 | 76.01 | 57.68 | 75.58 | 76.31 | 56.23 | 56.16 | 57.38 | 56.47 | 56.69 | 57.08 |
| 246 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.98 | 57.95 | 57.80 | 58.51 | 59.50 | 77.14 | 75.00 | 76.08 | 75.35 | 57.99 | 49.98 | 77.24 | 75.48 | 75.67 | 58.81 | 76.88 | 57.76 | 75.28 | 76.84 | 56.14 | 56.46 | 76.24 | 56.51 | 56.61 | 55.93 |
| 247 | 372 | 16 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 74.43 | 75.14 | 75.01 | 57.20 | 59.86 | 76.41 | 75.61 | 58.09 | 75.82 | 75.61 | 76.65 | 76.96 | 76.60 | 74.96 | 58.00 | 76.36 | 75.95 | 75.79 | 76.32 | 56.84 | 57.43 | 75.92 | 56.18 | 75.44 | 56.55 |
| 264 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.87 | 74.29 | 74.03 | 58.70 | 58.94 | 75.63 | 74.54 | 57.51 | 75.48 | 57.02 | 75.42 | 75.86 | 76.22 | 76.32 | 58.99 | 87.06 | 57.02 | 87.62 | 56.96 | 57.15 | 56.79 | 56.54 | 56.67 | 56.96 | 69.20 |
| 265 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.78 | 75.33 | 74.98 | 75.15 | 76.13 | 76.81 | 73.71 | 58.96 | 76.16 | 75.33 | 76.60 | 76.49 | 76.66 | 76.00 | 58.25 | 75.67 | 57.14 | 76.27 | 76.45 | 56.73 | 56.33 | 75.99 | 56.53 | 55.82 | 56.00 |
| 266 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 75.01 | 57.19 | 74.92 | 57.79 | 57.99 | 76.05 | 89.90 | 57.99 | 76.25 | 57.63 | 76.32 | 56.88 | 91.24 | 76.05 | 57.70 | 75.94 | 76.19 | 75.72 | 76.61 | 55.98 | 56.73 | 56.65 | 56.55 | 55.89 | 56.56 |
| 267 | 372 | 16 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 75.03 | 58.51 | 74.54 | 57.54 | 74.68 | 75.85 | 75.08 | 50.39 | 56.80 | 58.90 | 76.26 | 76.85 | 75.36 | 75.87 | 56.80 | 76.38 | 75.04 | 75.78 | 76.42 | 56.72 | 56.09 | 76.63 | 55.91 | 56.51 | 55.79 |
| 284 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.68 | 58.52 | 75.94 | 57.95 | 75.26 | 76.94 | 74.67 | 75.92 | 74.59 | 75.34 | 77.21 | 76.32 | 76.04 | 76.35 | 58.22 | 76.74 | 75.75 | 75.43 | 76.71 | 55.70 | 56.67 | 75.73 | 56.08 | 57.82 | 56.86 |
| 285 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.54 | 68.51 | 75.17 | 74.81 | 73.82 | 76.51 | 75.25 | 75.61 | 75.47 | 58.54 | 75.43 | 57.20 | 75.70 | 76.93 | 74.86 | 75.37 | 75.72 | 75.17 | 69.45 | 55.70 | 57.82 | 56.09 | 56.22 | 56.92 | 56.87 |
| 286 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.29 | 57.81 | 73.99 | 74.43 | 74.41 | 76.45 | 74.57 | 74.94 | 57.31 | 75.58 | 76.94 | 57.78 | 75.72 | 75.57 | 60.28 | 76.76 | 57.51 | 58.23 | 76.20 | 75.59 | 56.37 | 76.82 | 56.91 | 56.70 | 56.60 |
| 287 | 372 | 16 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 75.03 | 74.67 | 74.48 | 58.79 | 73.94 | 75.97 | 75.06 | 57.83 | 90.14 | 76.08 | 75.43 | 70.78 | 75.52 | 57.97 | 75.02 | 76.02 | 58.63 | 74.85 | 76.07 | 56.11 | 57.39 | 57.48 | 56.37 | 56.46 | 56.15 |
| 304 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.01 | 74.64 | 74.89 | 57.59 | 58.20 | 76.41 | 74.93 | 49.64 | 76.34 | 57.08 | 76.60 | 57.19 | 76.16 | 74.82 | 57.12 | 76.32 | 56.79 | 75.89 | 76.71 | 56.02 | 57.99 | 56.74 | 57.07 | 57.03 | 57.24 |
| 305 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.48 | 74.68 | 59.93 | 74.48 | 73.05 | 68.95 | 75.26 | 59.28 | 75.89 | 74.40 | 57.58 | 57.78 | 73.91 | 75.14 | 58.86 | 88.95 | 58.49 | 75.31 | 75.70 | 75.95 | 57.72 | 58.00 | 57.08 | 57.39 | 58.06 |
| 306 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.82 | 58.69 | 59.41 | 58.11 | 58.46 | 76.28 | 75.39 | 76.27 | 75.46 | 57.46 | 57.37 | 57.50 | 51.08 | 75.24 | 57.42 | 76.29 | 75.35 | 76.34 | 76.96 | 57.32 | 56.51 | 56.01 | 56.27 | 56.21 | 55.51 |
| 307 | 372 | 16 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 72.89 | 74.78 | 74.61 | 58.09 | 74.93 | 76.33 | 74.81 | 58.31 | 75.53 | 75.33 | 75.83 | 76.99 | 76.84 | 75.50 | 75.90 | 75.69 | 75.88 | 75.38 | 76.90 | 56.66 | 57.61 | 58.27 | 57.56 | 58.17 | 58.07 |
| 324 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.62 | 58.66 | 75.67 | 57.58 | 75.80 | 76.35 | 88.43 | 56.69 | 76.22 | 76.50 | 57.26 | 56.11 | 75.53 | 57.12 | 57.37 | 76.61 | 76.37 | 69.48 | 77.24 | 56.20 | 56.25 | 56.10 | 57.13 | 56.60 | 55.79 |
| 325 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.82 | 74.62 | 74.93 | 74.16 | 74.10 | 75.24 | 75.23 | 59.29 | 57.31 | 75.39 | 76.13 | 57.06 | 75.26 | 76.00 | 75.75 | 76.60 | 58.18 | 75.71 | 75.66 | 76.18 | 56.51 | 56.53 | 56.94 | 57.13 | 57.14 |
| 326 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 75.26 | 58.07 | 75.11 | 58.02 | 75.03 | 57.34 | 75.54 | 58.22 | 68.44 | 76.86 | 75.76 | 76.02 | 75.66 | 75.86 | 57.26 | 69.07 | 57.35 | 76.42 | 77.17 | 56.57 | 56.38 | 75.87 | 55.97 | 55.87 | 56.26 |
| 327 | 372 | 16 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 75.17 | 58.20 | 73.67 | 59.56 | 75.16 | 76.35 | 75.47 | 58.11 | 75.50 | 75.75 | 75.89 | 76.71 | 75.99 | 75.66 | 57.80 | 89.72 | 58.43 | 74.63 | 76.84 | 56.40 | 57.56 | 76.54 | 57.68 | 57.21 | 56.92 |
| 344 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 70.01 | 74.49 | 74.88 | 59.47 | 59.33 | 76.25 | 90.13 | 57.91 | 74.89 | 75.35 | 77.02 | 57.11 | 76.98 | 55.90 | 57.19 | 76.46 | 57.14 | 75.73 | 76.11 | 56.85 | 56.85 | 77.19 | 56.29 | 57.09 | 56.76 |
| 345 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.99 | 74.10 | 74.83 | 58.90 | 75.15 | 76.46 | 74.67 | 57.89 | 74.59 | 58.13 | 56.42 | 57.09 | 68.53 | 58.49 | 58.48 | 75.82 | 57.77 | 75.42 | 75.91 | 56.51 | 56.49 | 75.51 | 56.61 | 56.99 | 56.12 |
| 346 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 75.01 | 58.10 | 74.38 | 58.47 | 74.83 | 69.94 | 73.93 | 59.27 | 75.03 | 75.88 | 57.70 | 58.03 | 74.50 | 58.03 | 58.74 | 90.12 | 57.91 | 56.39 | 75.69 | 56.76 | 57.24 | 76.17 | 56.90 | 57.32 | 55.88 |
| 347 | 372 | 16 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.93 | 74.98 | 74.62 | 75.17 | 74.61 | 76.11 | 75.02 | 57.53 | 57.74 | 74.85 | 76.35 | 77.21 | 88.95 | 76.46 | 57.83 | 74.60 | 57.55 | 75.32 | 76.16 | 75.38 | 57.01 | 56.26 | 57.05 | 56.51 | 57.17 |
| 364 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.19 | 93.26 | 91.95 | 72.71 | 92.60 | 91.57 | 90.20 | 91.41 | 90.05 | 92.54 | 92.57 | 92.31 | 91.41 | 92.79 | 91.64 | 91.16 | 90.94 | 91.47 | 91.66 | 91.01 | 92.94 | 92.81 | 92.28 | 92.20 | 91.20 |
| 365 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.25 | 90.45 | 92.12 | 92.57 | 92.31 | 90.94 | 90.19 | 91.73 | 90.68 | 92.67 | 92.30 | 91.28 | 88.73 | 89.99 | 91.06 | 90.50 | 91.79 | 92.32 | 92.46 | 93.52 | 92.26 | 92.36 | 92.75 | 93.68 | 92.49 |
| 366 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.66 | 72.75 | 93.43 | 91.33 | 92.10 | 91.32 | 90.80 | 90.67 | 93.70 | 92.38 | 94.34 | 90.65 | 91.01 | 90.10 | 90.96 | 91.59 | 91.63 | 93.49 | 91.88 | 94.04 | 92.47 | 91.96 | 92.57 | 91.89 | 91.26 |
| 367 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 90.75 | 91.75 | 91.61 | 89.63 | 90.63 | 91.13 | 91.57 | 89.75 | 90.94 | 93.00 | 92.01 | 91.22 | 89.65 | 91.44 | 90.25 | 91.19 | 89.94 | 90.35 | 92.32 | 91.63 | 92.63 | 91.83 | 92.40 | 91.39 | 93.43 |
| 384 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.38 | 73.30 | 93.17 | 93.82 | 92.64 | 91.11 | 92.42 | 93.02 | 91.75 | 92.71 | 93.68 | 91.81 | 92.82 | 89.94 | 92.95 | 90.83 | 91.95 | 90.72 | 90.62 | 92.69 | 91.86 | 93.79 | 91.02 | 92.84 | 91.84 |
| 385 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.78 | 89.61 | 92.66 | 90.93 | 91.99 | 91.92 | 92.52 | 92.00 | 90.68 | 92.33 | 93.38 | 90.33 | 92.74 | 92.27 | 90.29 | 92.14 | 92.00 | 91.50 | 91.31 | 91.87 | 93.65 | 93.93 | 92.76 | 92.50 | 91.23 |
| 386 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.79 | 92.68 | 93.20 | 92.85 | 91.65 | 91.56 | 91.63 | 90.92 | 92.48 | 93.58 | 94.23 | 90.43 | 90.83 | 92.21 | 89.17 | 92.62 | 93.22 | 93.43 | 91.67 | 93.12 | 94.08 | 93.93 | 92.32 | 91.37 | 91.04 |
| 387 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.04 | 91.81 | 92.99 | 91.64 | 91.51 | 91.11 | 92.26 | 92.97 | 90.22 | 94.10 | 91.58 | 91.15 | 92.45 | 90.83 | 91.21 | 91.45 | 91.86 | 90.68 | 91.11 | 93.15 | 93.33 | 92.31 | 93.04 | 94.17 | 93.17 |
| 404 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 92.49 | 92.55 | 94.22 | 90.69 | 91.73 | 91.21 | 92.64 | 92.05 | 91.68 | 93.38 | 91.93 | 90.77 | 91.49 | 92.47 | 93.04 | 90.96 | 92.29 | 92.02 | 91.29 | 92.55 | 92.70 | 93.32 | 92.54 | 92.93 | 92.14 |
| 405 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.56 | 93.00 | 93.59 | 91.75 | 93.46 | 91.55 | 89.97 | 92.97 | 93.52 | 92.93 | 91.96 | 92.05 | 91.22 | 93.83 | 93.14 | 90.33 | 93.36 | 91.62 | 93.77 | 92.96 | 94.96 | 91.97 | 92.67 | 92.55 | 92.00 |
| 406 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.42 | 92.36 | 92.46 | 90.43 | 94.55 | 91.09 | 92.75 | 93.11 | 92.71 | 92.43 | 90.66 | 93.50 | 92.66 | 91.49 | 92.46 | 91.18 | 91.21 | 92.06 | 93.43 | 92.33 | 92.16 | 92.96 | 77.87 | 93.94 | 92.97 |
| 407 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.05 | 92.49 | 92.77 | 91.36 | 92.62 | 91.92 | 91.15 | 90.50 | 91.01 | 93.43 | 92.34 | 92.80 | 91.84 | 91.62 | 90.41 | 92.62 | 92.12 | 93.42 | 91.43 | 93.89 | 91.81 | 92.53 | 91.40 | 92.71 | 90.86 |
| 424 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.91 | 67.92 | 58.04 | 57.79 | 57.83 | 57.30 | 73.92 | 67.51 | 57.80 | 55.84 | 57.75 | 57.04 | 70.16 | 58.18 | 57.60 | 75.40 | 73.93 | 75.82 | 76.28 | 56.47 | 48.04 | 76.96 | 56.50 | 56.36 | 57.58 |
| 425 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 57.49 | 58.60 | 74.86 | 57.97 | 58.03 | 58.00 | 74.64 | 58.26 | 68.38 | 57.24 | 76.21 | 57.78 | 74.62 | 59.71 | 58.77 | 74.45 | 57.43 | 69.40 | 57.45 | 75.31 | 57.44 | 57.75 | 56.49 | 57.11 | 57.66 |
| 426 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.63 | 58.90 | 59.01 | 58.81 | 58.16 | 58.49 | 74.32 | 58.70 | 58.58 | 58.10 | 57.44 | 75.80 | 74.15 | 59.04 | 58.30 | 75.81 | 59.25 | 57.05 | 76.11 | 57.69 | 56.86 | 75.50 | 55.80 | 69.77 | 58.04 |
| 427 | 372 | 16 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.83 | 88.90 | 58.52 | 58.68 | 58.94 | 74.64 | 67.62 | 67.54 | 67.00 | 57.99 | 75.34 | 75.95 | 74.57 | 57.57 | 58.39 | 68.60 | 58.68 | 74.46 | 76.27 | 57.48 | 45.25 | 75.91 | 57.20 | 58.50 | 57.95 |
| 444 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 59.95 | 58.56 | 69.02 | 58.40 | 69.03 | 69.37 | 68.44 | 69.00 | 55.45 | 56.55 | 56.65 | 58.06 | 75.23 | 57.33 | 58.31 | 68.62 | 70.11 | 68.34 | 70.39 | 56.30 | 56.10 | 57.12 | 56.77 | 57.43 | 56.49 |
| 445 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 69.67 | 58.15 | 59.34 | 58.70 | 58.16 | 57.50 | 67.84 | 56.98 | 66.89 | 58.14 | 57.84 | 57.69 | 75.26 | 74.94 | 58.01 | 56.79 | 58.40 | 43.09 | 76.20 | 45.26 | 58.06 | 56.84 | 57.11 | 57.00 | 56.25 |
| 446 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.74 | 58.32 | 67.91 | 58.35 | 58.28 | 58.06 | 74.53 | 58.57 | 57.44 | 47.22 | 75.82 | 75.42 | 69.02 | 58.04 | 58.70 | 69.34 | 57.87 | 68.43 | 67.80 | 57.46 | 57.11 | 76.49 | 56.48 | 75.77 | 57.28 |
| 447 | 372 | 16 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.15 | 58.57 | 69.39 | 58.72 | 58.77 | 58.74 | 67.79 | 56.83 | 58.80 | 57.92 | 69.19 | 76.11 | 75.33 | 69.11 | 58.28 | 68.96 | 45.32 | 68.45 | 75.92 | 75.65 | 46.37 | 56.56 | 58.12 | 56.76 | 57.07 |
| 464 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.53 | 58.67 | 69.18 | 58.87 | 58.72 | 68.45 | 73.49 | 58.02 | 59.36 | 58.38 | 74.71 | 58.25 | 73.54 | 59.33 | 46.30 | 75.14 | 59.08 | 68.82 | 68.78 | 57.97 | 58.27 | 58.29 | 47.16 | 60.01 | 57.17 |
| 465 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 73.59 | 58.97 | 59.25 | 58.73 | 58.57 | 75.06 | 73.69 | 57.40 | 57.20 | 47.66 | 57.43 | 55.59 | 57.69 | 58.93 | 58.35 | 75.81 | 57.52 | 58.25 | 75.97 | 57.92 | 59.32 | 76.70 | 55.83 | 57.95 | 57.06 |
| 466 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 59.07 | 58.81 | 58.03 | 58.59 | 58.77 | 57.50 | 73.91 | 59.19 | 68.22 | 56.76 | 69.18 | 58.30 | 75.07 | 59.59 | 57.87 | 68.90 | 68.84 | 69.36 | 57.75 | 46.28 | 44.05 | 75.51 | 57.54 | 57.77 | 57.01 |
| 467 | 372 | 16 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.50 | 69.51 | 58.25 | 58.29 | 58.89 | 76.07 | 74.72 | 58.94 | 68.26 | 58.56 | 70.23 | 70.01 | 47.29 | 58.43 | 47.44 | 74.89 | 47.27 | 75.08 | 57.39 | 57.29 | 58.73 | 45.96 | 69.79 | 58.29 | 58.90 |
| 484 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.94 | 59.09 | 59.30 | 58.00 | 58.57 | 75.82 | 74.27 | 59.27 | 57.69 | 57.41 | 68.52 | 69.15 | 74.64 | 58.34 | 58.11 | 69.03 | 68.69 | 54.81 | 76.51 | 57.10 | 56.24 | 77.28 | 69.21 | 57.02 | 55.78 |
| 485 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 68.32 | 58.06 | 69.63 | 58.51 | 58.85 | 69.74 | 75.07 | 67.96 | 69.53 | 54.01 | 68.69 | 70.82 | 68.34 | 57.48 | 58.37 | 75.31 | 74.91 | 67.84 | 57.83 | 56.13 | 57.67 | 57.11 | 56.97 | 45.04 | 57.92 |
| 486 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.52 | 58.71 | 68.19 | 58.70 | 58.82 | 68.63 | 74.27 | 59.19 | 67.81 | 58.14 | 58.36 | 70.15 | 65.41 | 75.32 | 58.91 | 58.02 | 48.37 | 58.29 | 75.91 | 58.53 | 56.88 | 57.14 | 56.47 | 57.50 | 57.58 |
| 487 | 372 | 16 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 66.77 | 58.11 | 57.80 | 57.92 | 89.06 | 56.97 | 74.59 | 68.05 | 57.17 | 57.54 | 76.46 | 76.97 | 75.22 | 57.65 | 58.14 | 57.20 | 58.42 | 55.56 | 76.58 | 56.99 | 55.62 | 58.67 | 57.07 | 56.82 | 56.99 |
| 504 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 75.10 | 67.21 | 58.59 | 58.37 | 58.33 | 58.19 | 73.55 | 58.34 | 67.90 | 57.05 | 69.37 | 58.31 | 74.75 | 69.89 | 58.05 | 57.20 | 75.05 | 69.67 | 57.72 | 58.56 | 47.73 | 76.43 | 57.78 | 56.75 | 56.73 |
| 505 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.79 | 58.53 | 57.33 | 58.50 | 58.34 | 69.52 | 67.95 | 58.62 | 68.61 | 57.81 | 76.59 | 57.09 | 75.15 | 56.24 | 58.49 | 68.60 | 56.63 | 68.79 | 57.29 | 46.82 | 55.62 | 75.66 | 56.80 | 56.06 | 57.71 |
| 506 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.71 | 57.68 | 69.52 | 59.07 | 66.78 | 75.30 | 73.66 | 58.31 | 69.22 | 57.36 | 56.83 | 57.27 | 75.31 | 58.72 | 58.76 | 68.85 | 75.24 | 57.84 | 75.21 | 46.19 | 57.01 | 57.23 | 57.70 | 57.62 | 56.79 |
| 507 | 372 | 16 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 60.03 | 58.70 | 58.09 | 58.53 | 57.71 | 57.62 | 74.86 | 57.25 | 58.65 | 68.02 | 68.65 | 70.35 | 75.31 | 75.96 | 58.06 | 75.35 | 57.86 | 57.13 | 75.31 | 57.37 | 56.36 | 46.17 | 69.86 | 75.33 | 57.35 |
| 524 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.68 | 58.11 | 58.02 | 58.33 | 58.44 | 57.22 | 67.76 | 58.06 | 47.14 | 58.97 | 57.75 | 57.75 | 69.45 | 57.32 | 57.83 | 68.54 | 57.89 | 68.10 | 76.17 | 47.52 | 56.74 | 76.39 | 56.17 | 57.48 | 47.33 |
| 525 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.51 | 58.26 | 69.16 | 57.96 | 69.17 | 58.00 | 58.36 | 47.21 | 67.46 | 58.12 | 56.87 | 55.16 | 70.09 | 57.15 | 57.87 | 66.44 | 56.22 | 75.56 | 56.85 | 57.51 | 57.49 | 75.34 | 56.70 | 57.52 | 57.00 |
| 526 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 68.96 | 58.44 | 59.43 | 58.35 | 58.94 | 59.09 | 59.43 | 58.23 | 57.70 | 68.97 | 69.40 | 69.11 | 89.81 | 58.77 | 46.50 | 69.44 | 58.22 | 73.85 | 57.52 | 57.65 | 57.26 | 74.93 | 57.49 | 57.14 | 57.87 |
| 527 | 372 | 16 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 59.29 | 66.86 | 57.95 | 58.59 | 58.48 | 75.21 | 74.81 | 67.86 | 68.31 | 58.32 | 58.09 | 57.55 | 75.46 | 67.19 | 68.81 | 68.52 | 58.59 | 49.33 | 57.86 | 56.26 | 56.81 | 45.47 | 56.62 | 57.01 | 57.64 |
| 544 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.80 | 91.68 | 91.07 | 90.42 | 72.75 | 90.93 | 90.73 | 91.03 | 91.44 | 91.25 | 92.27 | 90.65 | 93.73 | 91.89 | 92.94 | 91.45 | 92.16 | 92.72 | 91.02 | 93.12 | 92.72 | 90.52 | 93.28 | 92.33 | 90.26 |
| 545 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.41 | 92.41 | 91.38 | 89.72 | 92.83 | 90.76 | 91.38 | 91.12 | 90.80 | 91.79 | 91.48 | 88.71 | 91.14 | 91.74 | 92.70 | 92.99 | 93.27 | 90.23 | 90.99 | 92.73 | 92.73 | 93.41 | 91.10 | 90.84 | 92.66 |
| 546 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.34 | 91.18 | 91.29 | 89.37 | 90.68 | 90.81 | 89.98 | 90.66 | 91.14 | 91.08 | 94.69 | 90.70 | 90.42 | 90.91 | 93.39 | 90.04 | 94.76 | 93.48 | 90.84 | 90.61 | 91.76 | 93.07 | 93.69 | 91.40 | 89.98 |
| 547 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 91.96 | 91.57 | 92.29 | 91.46 | 92.94 | 90.72 | 90.52 | 89.09 | 92.68 | 92.27 | 92.89 | 89.23 | 92.24 | 92.22 | 88.66 | 91.65 | 93.34 | 90.26 | 92.36 | 93.01 | 94.03 | 93.98 | 91.87 | 92.61 | 92.07 |
| 564 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 92.67 | 93.87 | 91.51 | 92.60 | 91.39 | 92.49 | 91.00 | 90.23 | 91.66 | 92.52 | 91.28 | 89.85 | 90.02 | 92.31 | 91.98 | 92.46 | 92.71 | 92.08 | 89.13 | 71.79 | 92.42 | 92.22 | 71.64 | 92.02 | 89.60 |
| 565 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 93.01 | 92.99 | 94.39 | 92.91 | 93.07 | 90.13 | 92.38 | 91.51 | 92.25 | 90.80 | 91.64 | 92.66 | 90.81 | 91.15 | 90.20 | 92.50 | 93.21 | 92.32 | 92.00 | 94.34 | 90.81 | 93.92 | 92.27 | 92.73 | 91.43 |
| 566 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.80 | 92.17 | 92.88 | 91.38 | 92.50 | 91.36 | 90.96 | 91.89 | 91.14 | 91.48 | 93.40 | 91.00 | 91.40 | 89.48 | 91.66 | 90.71 | 92.37 | 90.56 | 92.71 | 93.46 | 92.73 | 93.41 | 71.41 | 93.31 | 92.48 |
| 567 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.86 | 91.59 | 73.31 | 91.99 | 91.65 | 93.60 | 92.64 | 74.71 | 92.25 | 92.12 | 89.36 | 91.78 | 92.68 | 92.24 | 90.55 | 90.92 | 91.29 | 94.15 | 91.13 | 92.27 | 92.11 | 73.12 | 92.73 | 92.43 | 92.13 |
| 584 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 93.37 | 91.57 | 92.30 | 92.58 | 91.19 | 94.15 | 93.54 | 93.54 | 92.12 | 91.57 | 90.02 | 92.37 | 93.88 | 92.56 | 92.25 | 91.77 | 92.22 | 93.94 | 93.80 | 92.70 | 72.75 | 91.94 | 93.85 | 91.46 |
| 585 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.85 | 93.48 | 94.35 | 92.38 | 93.66 | 91.51 | 94.01 | 90.05 | 92.37 | 91.04 | 90.95 | 92.71 | 90.69 | 94.12 | 90.27 | 92.77 | 93.83 | 90.76 | 91.52 | 77.08 | 94.58 | 93.07 | 92.79 | 93.64 | 92.80 |
| 586 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.69 | 93.17 | 93.46 | 91.27 | 93.90 | 91.83 | 91.54 | 91.83 | 92.93 | 90.92 | 92.49 | 89.15 | 92.77 | 91.40 | 90.43 | 91.46 | 93.53 | 93.32 | 93.36 | 92.43 | 93.38 | 93.27 | 71.48 | 92.66 | 91.92 |
| 587 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 92.02 | 89.90 | 93.97 | 90.15 | 91.79 | 92.45 | 91.72 | 90.78 | 90.10 | 91.67 | 91.94 | 91.65 | 92.58 | 91.75 | 93.84 | 93.36 | 89.85 | 92.41 | 93.56 | 92.74 | 92.15 | 94.17 | 92.31 | 91.89 | 93.06 |
| 604 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 58.36 | 58.42 | 58.12 | 59.60 | 58.87 | 76.14 | 75.42 | 58.43 | 58.04 | 56.86 | 57.44 | 75.87 | 68.95 | 57.90 | 58.71 | 75.90 | 57.65 | 75.10 | 55.92 | 57.05 | 44.69 | 56.66 | 56.76 | 59.10 | 56.10 |
| 605 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 59.49 | 58.46 | 58.94 | 58.60 | 67.62 | 68.70 | 68.05 | 58.70 | 57.84 | 58.33 | 75.67 | 56.43 | 68.14 | 58.84 | 57.81 | 75.56 | 57.98 | 46.08 | 57.90 | 58.33 | 57.06 | 58.76 | 57.07 | 58.28 | 58.23 |
| 606 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.44 | 57.94 | 75.17 | 58.31 | 58.68 | 68.42 | 75.12 | 56.92 | 58.86 | 57.73 | 56.71 | 56.79 | 67.60 | 48.73 | 58.15 | 75.40 | 47.99 | 68.80 | 76.27 | 57.86 | 55.87 | 76.06 | 56.19 | 58.71 | 57.04 |
| 607 | 372 | 16 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 59.23 | 58.03 | 59.19 | 58.76 | 58.66 | 75.53 | 74.94 | 57.60 | 57.39 | 58.52 | 75.23 | 70.83 | 74.28 | 58.48 | 58.94 | 58.14 | 57.58 | 73.84 | 75.47 | 57.00 | 46.98 | 75.66 | 56.44 | 57.42 | 57.15 |
| 624 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.19 | 69.27 | 57.82 | 58.07 | 48.64 | 57.66 | 58.65 | 58.00 | 56.56 | 56.61 | 68.60 | 57.01 | 74.69 | 57.36 | 57.73 | 74.54 | 57.67 | 68.23 | 71.01 | 56.53 | 56.02 | 76.28 | 57.79 | 57.64 | 44.22 |
| 625 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.19 | 58.54 | 73.81 | 69.63 | 58.15 | 68.92 | 73.56 | 67.84 | 58.70 | 58.26 | 58.09 | 57.72 | 75.08 | 69.33 | 59.55 | 57.66 | 58.29 | 58.06 | 75.23 | 46.11 | 58.37 | 75.40 | 56.71 | 59.13 | 58.11 |
| 626 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 68.20 | 68.48 | 73.96 | 58.65 | 59.15 | 67.75 | 74.35 | 57.59 | 58.54 | 58.27 | 75.96 | 69.83 | 74.36 | 58.00 | 57.50 | 75.30 | 74.90 | 68.78 | 70.58 | 58.26 | 57.74 | 58.72 | 56.68 | 45.34 | 57.95 |
| 627 | 372 | 16 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 68.22 | 58.48 | 57.78 | 58.64 | 58.86 | 57.04 | 73.98 | 68.03 | 47.22 | 58.12 | 58.00 | 75.18 | 74.73 | 47.02 | 58.11 | 70.09 | 58.14 | 74.15 | 76.70 | 56.54 | 45.97 | 55.75 | 56.86 | 56.92 | 56.67 |
| 644 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 60.64 | 58.72 | 57.95 | 58.49 | 58.51 | 58.17 | 73.72 | 68.17 | 57.58 | 57.90 | 57.89 | 57.95 | 75.40 | 60.01 | 58.85 | 75.33 | 58.10 | 68.69 | 70.96 | 57.92 | 58.61 | 47.47 | 57.41 | 57.51 | 69.25 |
| 645 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 58.33 | 68.52 | 68.72 | 58.25 | 58.83 | 69.88 | 76.19 | 57.47 | 57.59 | 70.68 | 75.73 | 71.30 | 75.54 | 57.74 | 58.30 | 57.08 | 44.53 | 57.79 | 74.92 | 45.01 | 58.27 | 75.84 | 57.13 | 56.71 | 56.55 |
| 646 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 58.27 | 68.39 | 58.56 | 58.26 | 69.73 | 57.75 | 57.90 | 68.76 | 67.80 | 57.75 | 75.51 | 57.52 | 74.54 | 57.78 | 58.50 | 75.75 | 67.43 | 75.47 | 75.10 | 57.77 | 56.70 | 56.81 | 57.57 | 57.31 | 56.96 |
| 647 | 372 | 16 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.89 | 58.48 | 58.83 | 58.28 | 59.35 | 76.07 | 74.98 | 67.56 | 75.07 | 56.00 | 75.48 | 58.67 | 75.69 | 58.60 | 58.07 | 68.51 | 57.91 | 57.50 | 58.61 | 44.09 | 56.79 | 75.04 | 57.07 | 58.19 | 47.51 |
| 664 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.95 | 58.66 | 58.12 | 58.39 | 57.67 | 57.23 | 67.46 | 58.01 | 58.85 | 68.73 | 67.62 | 69.98 | 75.69 | 57.74 | 58.90 | 74.75 | 58.00 | 68.13 | 76.23 | 57.77 | 55.71 | 76.00 | 56.70 | 58.13 | 56.88 |
| 665 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 75.05 | 58.98 | 68.08 | 58.84 | 57.92 | 69.62 | 69.91 | 48.77 | 68.71 | 57.62 | 68.73 | 57.92 | 68.90 | 57.37 | 58.44 | 75.77 | 57.30 | 75.78 | 57.50 | 57.23 | 56.42 | 76.46 | 56.25 | 58.33 | 55.96 |
| 666 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 58.01 | 74.19 | 67.69 | 58.34 | 58.76 | 57.70 | 75.14 | 57.72 | 47.59 | 58.62 | 57.75 | 57.14 | 57.77 | 58.04 | 58.11 | 74.18 | 46.28 | 75.47 | 54.03 | 57.12 | 56.92 | 76.24 | 56.73 | 58.38 | 56.16 |
| 667 | 372 | 16 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 74.50 | 58.30 | 57.82 | 57.91 | 58.46 | 54.65 | 74.74 | 57.62 | 48.71 | 58.86 | 57.50 | 55.92 | 75.02 | 55.63 | 58.48 | 75.15 | 57.74 | 57.83 | 76.44 | 57.91 | 56.92 | 76.46 | 56.56 | 57.08 | 45.35 |
| 684 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 58.71 | 58.42 | 67.53 | 58.43 | 57.80 | 75.55 | 68.29 | 58.26 | 57.90 | 58.12 | 77.15 | 57.13 | 75.88 | 57.56 | 57.09 | 69.16 | 45.82 | 69.43 | 57.75 | 44.14 | 44.79 | 69.88 | 56.56 | 69.87 | 57.67 |
| 685 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.93 | 58.62 | 57.80 | 58.77 | 58.43 | 69.70 | 57.81 | 56.96 | 57.82 | 68.05 | 58.12 | 69.63 | 69.18 | 56.78 | 57.97 | 75.45 | 57.07 | 90.29 | 75.72 | 55.77 | 56.38 | 47.65 | 57.11 | 69.20 | 58.77 |
| 686 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.63 | 58.67 | 53.56 | 59.00 | 58.35 | 57.80 | 69.20 | 57.66 | 75.47 | 68.72 | 75.40 | 57.89 | 69.09 | 58.44 | 58.50 | 67.66 | 58.57 | 75.52 | 75.92 | 57.32 | 56.15 | 75.86 | 57.32 | 57.66 | 58.09 |
| 687 | 372 | 16 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 57.84 | 57.80 | 58.03 | 57.88 | 57.61 | 56.87 | 68.75 | 57.05 | 58.24 | 57.50 | 57.50 | 57.72 | 69.19 | 57.45 | 57.91 | 75.77 | 57.95 | 73.91 | 70.18 | 58.22 | 56.67 | 44.87 | 42.91 | 56.95 | 56.90 |
| 704 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 68.24 | 58.59 | 58.98 | 58.41 | 58.53 | 58.00 | 59.27 | 58.04 | 56.22 | 58.13 | 58.06 | 55.78 | 69.40 | 69.53 | 57.24 | 58.54 | 69.98 | 74.27 | 75.85 | 56.43 | 44.43 | 56.32 | 56.68 | 57.69 | 55.82 |
| 705 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 70.63 | 58.54 | 57.81 | 58.66 | 58.39 | 58.58 | 57.82 | 57.53 | 68.79 | 56.69 | 75.36 | 57.87 | 75.23 | 59.36 | 58.89 | 69.31 | 58.00 | 57.45 | 76.69 | 44.86 | 57.95 | 57.18 | 57.52 | 57.33 | 57.95 |
| 706 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 59.06 | 58.14 | 57.68 | 58.48 | 58.39 | 68.24 | 73.87 | 57.72 | 57.46 | 57.08 | 57.56 | 56.62 | 75.29 | 74.64 | 57.63 | 68.61 | 57.95 | 58.13 | 75.46 | 58.31 | 55.32 | 47.26 | 56.40 | 56.35 | 46.74 |
| 707 | 372 | 16 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.88 | 58.02 | 58.27 | 57.56 | 58.40 | 58.00 | 73.94 | 56.98 | 67.13 | 59.14 | 69.07 | 58.50 | 67.55 | 57.82 | 57.54 | 75.44 | 56.85 | 43.83 | 76.65 | 58.05 | 56.92 | 56.72 | 57.43 | 57.05 | 56.36 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 545 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.60 | 90.74 | 88.61 | 89.91 | 90.04 | 89.39 | 90.03 | 89.62 | 90.53 | 88.81 | 90.04 | 89.20 | 90.04 | 89.33 | 89.64 | 89.80 | 90.21 | 88.13 | 90.26 | 88.95 | 88.71 | 89.90 | 89.00 | 88.58 | 90.37 |
| 364 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.50 | 89.72 | 87.39 | 76.91 | 88.89 | 89.65 | 87.33 | 90.05 | 89.65 | 88.77 | 90.38 | 91.71 | 90.26 | 89.25 | 89.94 | 90.59 | 90.68 | 89.92 | 89.34 | 89.58 | 89.84 | 89.00 | 89.30 | 89.15 | 89.35 |
| 365 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.32 | 89.76 | 89.41 | 89.64 | 89.15 | 90.16 | 89.44 | 89.98 | 88.37 | 90.26 | 90.06 | 90.00 | 88.92 | 88.78 | 89.58 | 90.29 | 91.02 | 89.49 | 91.76 | 90.20 | 88.83 | 89.65 | 90.80 | 90.04 | 89.05 |
| 366 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.78 | 77.79 | 88.20 | 90.22 | 88.59 | 90.99 | 88.70 | 89.64 | 89.64 | 90.17 | 89.45 | 89.87 | 89.24 | 89.96 | 89.07 | 89.22 | 90.91 | 88.95 | 90.89 | 89.05 | 89.81 | 88.64 | 88.86 | 89.15 | 88.90 |
| 566 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.65 | 90.31 | 91.48 | 90.66 | 88.71 | 90.12 | 88.75 | 90.20 | 87.39 | 88.65 | 90.39 | 89.91 | 89.13 | 88.66 | 89.73 | 89.11 | 88.57 | 89.69 | 91.12 | 89.19 | 90.71 | 87.70 | 76.56 | 90.29 | 89.30 |
| 384 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 89.42 | 77.02 | 89.09 | 90.02 | 87.83 | 91.21 | 89.63 | 89.17 | 87.54 | 88.68 | 90.63 | 91.77 | 89.36 | 88.28 | 89.84 | 88.89 | 88.81 | 89.74 | 90.20 | 90.39 | 89.14 | 88.79 | 87.72 | 89.76 | 90.91 |
| 385 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.31 | 87.21 | 89.67 | 88.66 | 89.61 | 89.43 | 88.35 | 89.40 | 89.60 | 91.18 | 91.03 | 90.33 | 89.95 | 89.26 | 89.52 | 89.69 | 88.47 | 89.73 | 89.62 | 89.01 | 89.67 | 89.77 | 88.80 | 91.36 | 88.92 |
| 386 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.16 | 89.67 | 89.33 | 89.47 | 89.52 | 89.18 | 90.50 | 89.51 | 90.09 | 90.66 | 90.03 | 89.62 | 90.05 | 90.09 | 88.48 | 87.73 | 89.55 | 88.87 | 89.50 | 90.02 | 90.42 | 89.23 | 89.84 | 88.24 | 90.14 |
| 387 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.42 | 89.57 | 89.57 | 90.41 | 90.18 | 89.85 | 88.23 | 89.34 | 89.43 | 89.66 | 91.75 | 90.85 | 90.67 | 87.54 | 89.88 | 89.07 | 89.99 | 89.11 | 90.46 | 89.89 | 90.50 | 88.38 | 89.29 | 91.07 | 89.50 |
| 584 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.83 | 89.68 | 88.90 | 89.74 | 89.11 | 90.15 | 90.98 | 90.40 | 89.67 | 88.88 | 87.94 | 90.19 | 87.30 | 89.65 | 88.89 | 90.58 | 89.79 | 91.00 | 90.50 | 90.14 | 88.20 | 75.56 | 89.14 | 88.54 | 89.71 |
| 585 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 88.03 | 89.78 | 89.58 | 88.80 | 89.04 | 90.20 | 88.72 | 90.72 | 88.98 | 89.85 | 89.93 | 90.99 | 88.70 | 89.38 | 88.76 | 89.74 | 90.39 | 89.28 | 90.62 | 76.36 | 89.67 | 88.72 | 89.16 | 88.86 | 90.05 |
| 405 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.51 | 89.27 | 88.12 | 87.94 | 90.37 | 90.02 | 87.55 | 91.39 | 88.88 | 88.63 | 89.32 | 89.41 | 89.49 | 89.32 | 90.07 | 90.14 | 91.81 | 90.59 | 88.56 | 88.85 | 90.47 | 88.84 | 90.19 | 87.97 | 89.33 |
| 406 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 88.23 | 86.75 | 88.17 | 89.60 | 89.92 | 89.66 | 88.41 | 91.22 | 89.91 | 89.58 | 90.11 | 91.17 | 89.90 | 90.08 | 89.62 | 89.14 | 89.43 | 89.03 | 89.39 | 89.02 | 89.65 | 88.69 | 77.96 | 89.93 | 89.56 |
| 407 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 89.74 | 88.31 | 87.99 | 89.40 | 88.55 | 88.72 | 90.09 | 89.12 | 88.88 | 90.04 | 91.76 | 91.75 | 89.60 | 89.22 | 88.94 | 91.22 | 89.02 | 90.56 | 89.43 | 88.38 | 89.60 | 88.55 | 89.41 | 91.23 | 88.32 |
Size of the All data: (144, 28)
Size of the Sig data: (14, 28)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.41 | 92.41 | 91.38 | 89.72 | 92.83 | 90.76 | 91.38 | 91.12 | 90.80 | 91.79 | 91.48 | 88.71 | 91.14 | 91.74 | 92.70 | 92.99 | 93.27 | 90.23 | 90.99 | 92.73 | 92.73 | 93.41 | 91.10 | 90.84 | 92.66 |
| 9 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.19 | 93.26 | 91.95 | 72.71 | 92.60 | 91.57 | 90.20 | 91.41 | 90.05 | 92.54 | 92.57 | 92.31 | 91.41 | 92.79 | 91.64 | 91.16 | 90.94 | 91.47 | 91.66 | 91.01 | 92.94 | 92.81 | 92.28 | 92.20 | 91.20 |
| 0 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.25 | 90.45 | 92.12 | 92.57 | 92.31 | 90.94 | 90.19 | 91.73 | 90.68 | 92.67 | 92.30 | 91.28 | 88.73 | 89.99 | 91.06 | 90.50 | 91.79 | 92.32 | 92.46 | 93.52 | 92.26 | 92.36 | 92.75 | 93.68 | 92.49 |
| 7 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 92.66 | 72.75 | 93.43 | 91.33 | 92.10 | 91.32 | 90.80 | 90.67 | 93.70 | 92.38 | 94.34 | 90.65 | 91.01 | 90.10 | 90.96 | 91.59 | 91.63 | 93.49 | 91.88 | 94.04 | 92.47 | 91.96 | 92.57 | 91.89 | 91.26 |
| 11 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.80 | 92.17 | 92.88 | 91.38 | 92.50 | 91.36 | 90.96 | 91.89 | 91.14 | 91.48 | 93.40 | 91.00 | 91.40 | 89.48 | 91.66 | 90.71 | 92.37 | 90.56 | 92.71 | 93.46 | 92.73 | 93.41 | 71.41 | 93.31 | 92.48 |
| 12 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 93.38 | 73.30 | 93.17 | 93.82 | 92.64 | 91.11 | 92.42 | 93.02 | 91.75 | 92.71 | 93.68 | 91.81 | 92.82 | 89.94 | 92.95 | 90.83 | 91.95 | 90.72 | 90.62 | 92.69 | 91.86 | 93.79 | 91.02 | 92.84 | 91.84 |
| 5 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.78 | 89.61 | 92.66 | 90.93 | 91.99 | 91.92 | 92.52 | 92.00 | 90.68 | 92.33 | 93.38 | 90.33 | 92.74 | 92.27 | 90.29 | 92.14 | 92.00 | 91.50 | 91.31 | 91.87 | 93.65 | 93.93 | 92.76 | 92.50 | 91.23 |
| 3 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.79 | 92.68 | 93.20 | 92.85 | 91.65 | 91.56 | 91.63 | 90.92 | 92.48 | 93.58 | 94.23 | 90.43 | 90.83 | 92.21 | 89.17 | 92.62 | 93.22 | 93.43 | 91.67 | 93.12 | 94.08 | 93.93 | 92.32 | 91.37 | 91.04 |
| 1 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.04 | 91.81 | 92.99 | 91.64 | 91.51 | 91.11 | 92.26 | 92.97 | 90.22 | 94.10 | 91.58 | 91.15 | 92.45 | 90.83 | 91.21 | 91.45 | 91.86 | 90.68 | 91.11 | 93.15 | 93.33 | 92.31 | 93.04 | 94.17 | 93.17 |
| 13 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 93.37 | 91.57 | 92.30 | 92.58 | 91.19 | 94.15 | 93.54 | 93.54 | 92.12 | 91.57 | 90.02 | 92.37 | 93.88 | 92.56 | 92.25 | 91.77 | 92.22 | 93.94 | 93.80 | 92.70 | 72.75 | 91.94 | 93.85 | 91.46 |
| 8 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 91.85 | 93.48 | 94.35 | 92.38 | 93.66 | 91.51 | 94.01 | 90.05 | 92.37 | 91.04 | 90.95 | 92.71 | 90.69 | 94.12 | 90.27 | 92.77 | 93.83 | 90.76 | 91.52 | 77.08 | 94.58 | 93.07 | 92.79 | 93.64 | 92.80 |
| 6 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.56 | 93.00 | 93.59 | 91.75 | 93.46 | 91.55 | 89.97 | 92.97 | 93.52 | 92.93 | 91.96 | 92.05 | 91.22 | 93.83 | 93.14 | 90.33 | 93.36 | 91.62 | 93.77 | 92.96 | 94.96 | 91.97 | 92.67 | 92.55 | 92.00 |
| 10 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 91.42 | 92.36 | 92.46 | 90.43 | 94.55 | 91.09 | 92.75 | 93.11 | 92.71 | 92.43 | 90.66 | 93.50 | 92.66 | 91.49 | 92.46 | 91.18 | 91.21 | 92.06 | 93.43 | 92.33 | 92.16 | 92.96 | 77.87 | 93.94 | 92.97 |
| 4 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.05 | 92.49 | 92.77 | 91.36 | 92.62 | 91.92 | 91.15 | 90.50 | 91.01 | 93.43 | 92.34 | 92.80 | 91.84 | 91.62 | 90.41 | 92.62 | 92.12 | 93.42 | 91.43 | 93.89 | 91.81 | 92.53 | 91.40 | 92.71 | 90.86 |
Size of the test data: (14, 33)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 545 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.81 | 1.67 | 2.77 | -0.19 | 2.79 | 1.37 | 1.35 | 1.50 | 0.27 | 2.98 | 1.44 | -0.49 | 1.10 | 2.41 | 3.06 | 3.19 | 3.06 | 2.10 | 0.73 | 3.78 | 4.02 | 3.51 | 2.10 | 2.26 | 2.29 | 2 |
| 384 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.96 | -3.72 | 4.08 | 3.80 | 4.81 | -0.10 | 2.79 | 3.85 | 4.21 | 4.03 | 3.05 | 0.04 | 3.46 | 1.66 | 3.11 | 1.94 | 3.14 | 0.98 | 0.42 | 2.30 | 2.72 | 5.00 | 3.30 | 3.08 | 0.93 | 2 |
| 584 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.95 | 3.69 | 2.67 | 2.56 | 3.47 | 1.04 | 3.17 | 3.14 | 3.87 | 3.24 | 3.63 | -0.17 | 5.07 | 4.23 | 3.67 | 1.67 | 1.98 | 1.22 | 3.44 | 3.66 | 4.50 | -2.81 | 2.80 | 5.31 | 1.75 | 2 |
| 364 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.69 | 3.54 | 4.56 | -4.20 | 3.71 | 1.92 | 2.87 | 1.36 | 0.40 | 3.77 | 2.19 | 0.60 | 1.15 | 3.54 | 1.70 | 0.57 | 0.26 | 1.55 | 2.32 | 1.43 | 3.10 | 3.81 | 2.98 | 3.05 | 1.85 | 1 |
| 365 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.93 | 0.69 | 2.71 | 2.93 | 3.16 | 0.78 | 0.75 | 1.75 | 2.31 | 2.41 | 2.24 | 1.28 | -0.19 | 1.21 | 1.48 | 0.21 | 0.77 | 2.83 | 0.70 | 3.32 | 3.43 | 2.71 | 1.95 | 3.64 | 3.44 | 1 |
| 366 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.88 | -5.04 | 5.23 | 1.11 | 3.51 | 0.33 | 2.10 | 1.03 | 4.06 | 2.21 | 4.89 | 0.78 | 1.77 | 0.14 | 1.89 | 2.37 | 0.72 | 4.54 | 0.99 | 4.99 | 2.66 | 3.32 | 3.71 | 2.74 | 2.36 | 1 |
| 566 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.15 | 1.86 | 1.40 | 0.72 | 3.79 | 1.24 | 2.21 | 1.69 | 3.75 | 2.83 | 3.01 | 1.09 | 2.27 | 0.82 | 1.93 | 1.60 | 3.80 | 0.87 | 1.59 | 4.27 | 2.02 | 5.71 | -5.15 | 3.02 | 3.18 | 1 |
| 387 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.62 | 2.24 | 3.42 | 1.23 | 1.33 | 1.26 | 4.03 | 3.63 | 0.79 | 4.44 | -0.17 | 0.30 | 1.78 | 3.29 | 1.33 | 2.38 | 1.87 | 1.57 | 0.65 | 3.26 | 2.83 | 3.93 | 3.75 | 3.10 | 3.67 | 1 |
| 585 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.82 | 3.70 | 4.77 | 3.58 | 4.62 | 1.31 | 5.29 | -0.67 | 3.39 | 1.19 | 1.02 | 1.72 | 1.99 | 4.74 | 1.51 | 3.03 | 3.44 | 1.48 | 0.90 | 0.72 | 4.91 | 4.35 | 3.63 | 4.78 | 2.75 | 1 |
| 406 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.19 | 5.61 | 4.29 | 0.83 | 4.63 | 1.43 | 4.34 | 1.89 | 2.80 | 2.85 | 0.55 | 2.33 | 2.76 | 1.41 | 2.84 | 2.04 | 1.78 | 3.03 | 4.04 | 3.31 | 2.51 | 4.27 | -0.09 | 4.01 | 3.41 | 1 |
| 385 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.47 | 2.40 | 2.99 | 2.27 | 2.38 | 2.49 | 4.17 | 2.60 | 1.08 | 1.15 | 2.35 | -0.00 | 2.79 | 3.01 | 0.77 | 2.45 | 3.53 | 1.77 | 1.69 | 2.86 | 3.98 | 4.16 | 3.96 | 1.14 | 2.31 | 0 |
| 386 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.63 | 3.01 | 3.87 | 3.38 | 2.13 | 2.38 | 1.13 | 1.41 | 2.39 | 2.92 | 4.20 | 0.81 | 0.78 | 2.12 | 0.69 | 4.89 | 3.67 | 4.56 | 2.17 | 3.10 | 3.66 | 4.70 | 2.48 | 3.13 | 0.90 | 0 |
| 405 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.05 | 3.73 | 5.47 | 3.81 | 3.09 | 1.53 | 2.42 | 1.58 | 4.64 | 4.30 | 2.64 | 2.64 | 1.73 | 4.51 | 3.07 | 0.19 | 1.55 | 1.03 | 5.21 | 4.11 | 4.49 | 3.13 | 2.48 | 4.58 | 2.67 | 0 |
| 407 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.31 | 4.18 | 4.78 | 1.96 | 4.07 | 3.20 | 1.06 | 1.38 | 2.13 | 3.39 | 0.58 | 1.05 | 2.24 | 2.40 | 1.47 | 1.40 | 3.10 | 2.86 | 2.00 | 5.51 | 2.21 | 3.98 | 1.99 | 1.48 | 2.54 | 0 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_12 | 90.483571 | 0.886641 |
| mAP_valid_abs_values_11 | 90.201429 | 0.975783 |
| mAP_valid_abs_values_19 | 90.117857 | 0.855023 |
| mAP_valid_abs_values_8 | 89.982857 | 0.729103 |
| mAP_valid_abs_values_6 | 89.909286 | 0.662181 |
| mAP_valid_abs_values_17 | 89.903571 | 1.000266 |
| mAP_valid_abs_values_22 | 89.658571 | 0.738708 |
| mAP_valid_abs_values_16 | 89.657857 | 0.887149 |
| mAP_valid_abs_values_25 | 89.583571 | 1.121089 |
| mAP_valid_abs_values_18 | 89.577857 | 0.774479 |
| mAP_valid_abs_values_10 | 89.558571 | 0.838395 |
| mAP_valid_abs_values_26 | 89.529286 | 0.672280 |
| mAP_valid_abs_values_13 | 89.472143 | 0.829404 |
| mAP_valid_abs_values_15 | 89.425714 | 0.500272 |
| mAP_valid_abs_values_5 | 89.250714 | 0.724924 |
| mAP_valid_abs_values_14 | 89.200000 | 0.706388 |
| mAP_valid_abs_values_9 | 89.182857 | 0.914191 |
| mAP_valid_abs_values_7 | 89.050714 | 1.090508 |
| mAP_valid_abs_values | 89.035714 | 0.952339 |
| mAP_valid_abs_values_3 | 88.965000 | 1.015501 |
| mAP_valid_abs_values_4 | 88.670000 | 3.461007 |
| mAP_valid_abs_values_21 | 88.502143 | 3.547357 |
| mAP_valid_abs_values_23 | 87.958571 | 3.615975 |
| mAP_valid_abs_values_24 | 87.573571 | 4.434103 |
| mAP_valid_abs_values_2 | 87.541429 | 4.436738 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_22 | 93.018571 | 0.981372 |
| mAP_test_abs_values_25 | 92.820714 | 1.009566 |
| mAP_test_abs_values_3 | 92.751429 | 0.812412 |
| mAP_test_abs_values_5 | 92.642857 | 0.808707 |
| mAP_test_abs_values_10 | 92.537857 | 0.818039 |
| mAP_test_abs_values_11 | 92.460000 | 1.184347 |
| mAP_test_abs_values_17 | 92.237143 | 0.862353 |
| mAP_test_abs_values_19 | 92.035714 | 1.060702 |
| mAP_test_abs_values | 91.997143 | 0.919201 |
| mAP_test_abs_values_26 | 91.961429 | 0.791978 |
| mAP_test_abs_values_8 | 91.850000 | 1.123395 |
| mAP_test_abs_values_21 | 91.832143 | 4.325604 |
| mAP_test_abs_values_9 | 91.760714 | 1.280616 |
| mAP_test_abs_values_18 | 91.748571 | 1.121502 |
| average_map | 91.742429 | 0.422900 |
| mAP_test_abs_values_7 | 91.742143 | 1.336213 |
| mAP_test_abs_values_14 | 91.735000 | 1.549708 |
| mAP_test_abs_values_16 | 91.652857 | 0.905423 |
| mAP_test_abs_values_13 | 91.522143 | 1.096773 |
| mAP_test_abs_values_23 | 91.513571 | 5.442791 |
| mAP_test_abs_values_15 | 91.462857 | 1.191847 |
| mAP_test_abs_values_6 | 91.350714 | 0.343454 |
| mAP_test_abs_values_12 | 91.339286 | 1.285388 |
| mAP_test_abs_values_4 | 90.369286 | 5.186612 |
| mAP_test_abs_values_24 | 89.708571 | 6.539997 |
| mAP_test_abs_values_2 | 89.510000 | 7.067182 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 545 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 89.60 | 90.74 | 88.61 | 89.91 | 90.04 | 89.39 | 90.03 | 89.62 | 90.53 | 88.81 | 90.04 | 89.20 | 90.04 | 89.33 | 89.64 | 89.80 | 90.21 | 88.13 | 90.26 | 88.95 | 88.71 | 89.90 | 89.00 | 88.58 | 90.37 |
| 364 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 87.50 | 89.72 | 87.39 | 76.91 | 88.89 | 89.65 | 87.33 | 90.05 | 89.65 | 88.77 | 90.38 | 91.71 | 90.26 | 89.25 | 89.94 | 90.59 | 90.68 | 89.92 | 89.34 | 89.58 | 89.84 | 89.00 | 89.30 | 89.15 | 89.35 |
| 365 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.32 | 89.76 | 89.41 | 89.64 | 89.15 | 90.16 | 89.44 | 89.98 | 88.37 | 90.26 | 90.06 | 90.00 | 88.92 | 88.78 | 89.58 | 90.29 | 91.02 | 89.49 | 91.76 | 90.20 | 88.83 | 89.65 | 90.80 | 90.04 | 89.05 |
| 566 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 87.65 | 90.31 | 91.48 | 90.66 | 88.71 | 90.12 | 88.75 | 90.20 | 87.39 | 88.65 | 90.39 | 89.91 | 89.13 | 88.66 | 89.73 | 89.11 | 88.57 | 89.69 | 91.12 | 89.19 | 90.71 | 87.70 | 76.56 | 90.29 | 89.30 |
| 385 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 89.31 | 87.21 | 89.67 | 88.66 | 89.61 | 89.43 | 88.35 | 89.40 | 89.60 | 91.18 | 91.03 | 90.33 | 89.95 | 89.26 | 89.52 | 89.69 | 88.47 | 89.73 | 89.62 | 89.01 | 89.67 | 89.77 | 88.80 | 91.36 | 88.92 |
| 386 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 89.16 | 89.67 | 89.33 | 89.47 | 89.52 | 89.18 | 90.50 | 89.51 | 90.09 | 90.66 | 90.03 | 89.62 | 90.05 | 90.09 | 88.48 | 87.73 | 89.55 | 88.87 | 89.50 | 90.02 | 90.42 | 89.23 | 89.84 | 88.24 | 90.14 |
| 387 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 88.42 | 89.57 | 89.57 | 90.41 | 90.18 | 89.85 | 88.23 | 89.34 | 89.43 | 89.66 | 91.75 | 90.85 | 90.67 | 87.54 | 89.88 | 89.07 | 89.99 | 89.11 | 90.46 | 89.89 | 90.50 | 88.38 | 89.29 | 91.07 | 89.50 |
| 584 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 88.83 | 89.68 | 88.90 | 89.74 | 89.11 | 90.15 | 90.98 | 90.40 | 89.67 | 88.88 | 87.94 | 90.19 | 87.30 | 89.65 | 88.89 | 90.58 | 89.79 | 91.00 | 90.50 | 90.14 | 88.20 | 75.56 | 89.14 | 88.54 | 89.71 |
| 405 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 90.51 | 89.27 | 88.12 | 87.94 | 90.37 | 90.02 | 87.55 | 91.39 | 88.88 | 88.63 | 89.32 | 89.41 | 89.49 | 89.32 | 90.07 | 90.14 | 91.81 | 90.59 | 88.56 | 88.85 | 90.47 | 88.84 | 90.19 | 87.97 | 89.33 |
Size of the All data: (144, 28)
Size of the Sig data: (9, 33)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 92.41 | 92.41 | 91.38 | 89.72 | 92.83 | 90.76 | 91.38 | 91.12 | 90.80 | 91.79 | 91.48 | 88.71 | 91.14 | 91.74 | 92.70 | 92.99 | 93.27 | 90.23 | 90.99 | 92.73 | 92.73 | 93.41 | 91.10 | 90.84 | 92.66 |
| 6 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 91.19 | 93.26 | 91.95 | 72.71 | 92.60 | 91.57 | 90.20 | 91.41 | 90.05 | 92.54 | 92.57 | 92.31 | 91.41 | 92.79 | 91.64 | 91.16 | 90.94 | 91.47 | 91.66 | 91.01 | 92.94 | 92.81 | 92.28 | 92.20 | 91.20 |
| 0 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 92.25 | 90.45 | 92.12 | 92.57 | 92.31 | 90.94 | 90.19 | 91.73 | 90.68 | 92.67 | 92.30 | 91.28 | 88.73 | 89.99 | 91.06 | 90.50 | 91.79 | 92.32 | 92.46 | 93.52 | 92.26 | 92.36 | 92.75 | 93.68 | 92.49 |
| 7 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 92.80 | 92.17 | 92.88 | 91.38 | 92.50 | 91.36 | 90.96 | 91.89 | 91.14 | 91.48 | 93.40 | 91.00 | 91.40 | 89.48 | 91.66 | 90.71 | 92.37 | 90.56 | 92.71 | 93.46 | 92.73 | 93.41 | 71.41 | 93.31 | 92.48 |
| 4 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.78 | 89.61 | 92.66 | 90.93 | 91.99 | 91.92 | 92.52 | 92.00 | 90.68 | 92.33 | 93.38 | 90.33 | 92.74 | 92.27 | 90.29 | 92.14 | 92.00 | 91.50 | 91.31 | 91.87 | 93.65 | 93.93 | 92.76 | 92.50 | 91.23 |
| 3 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 93.79 | 92.68 | 93.20 | 92.85 | 91.65 | 91.56 | 91.63 | 90.92 | 92.48 | 93.58 | 94.23 | 90.43 | 90.83 | 92.21 | 89.17 | 92.62 | 93.22 | 93.43 | 91.67 | 93.12 | 94.08 | 93.93 | 92.32 | 91.37 | 91.04 |
| 1 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 91.04 | 91.81 | 92.99 | 91.64 | 91.51 | 91.11 | 92.26 | 92.97 | 90.22 | 94.10 | 91.58 | 91.15 | 92.45 | 90.83 | 91.21 | 91.45 | 91.86 | 90.68 | 91.11 | 93.15 | 93.33 | 92.31 | 93.04 | 94.17 | 93.17 |
| 8 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 90.78 | 93.37 | 91.57 | 92.30 | 92.58 | 91.19 | 94.15 | 93.54 | 93.54 | 92.12 | 91.57 | 90.02 | 92.37 | 93.88 | 92.56 | 92.25 | 91.77 | 92.22 | 93.94 | 93.80 | 92.70 | 72.75 | 91.94 | 93.85 | 91.46 |
| 5 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 91.56 | 93.00 | 93.59 | 91.75 | 93.46 | 91.55 | 89.97 | 92.97 | 93.52 | 92.93 | 91.96 | 92.05 | 91.22 | 93.83 | 93.14 | 90.33 | 93.36 | 91.62 | 93.77 | 92.96 | 94.96 | 91.97 | 92.67 | 92.55 | 92.00 |
Size of the test data: (9, 33)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 545 | 372 | 16 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.81 | 1.67 | 2.77 | -0.19 | 2.79 | 1.37 | 1.35 | 1.50 | 0.27 | 2.98 | 1.44 | -0.49 | 1.10 | 2.41 | 3.06 | 3.19 | 3.06 | 2.10 | 0.73 | 3.78 | 4.02 | 3.51 | 2.10 | 2.26 | 2.29 | 2 |
| 584 | 372 | 16 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.95 | 3.69 | 2.67 | 2.56 | 3.47 | 1.04 | 3.17 | 3.14 | 3.87 | 3.24 | 3.63 | -0.17 | 5.07 | 4.23 | 3.67 | 1.67 | 1.98 | 1.22 | 3.44 | 3.66 | 4.50 | -2.81 | 2.80 | 5.31 | 1.75 | 2 |
| 364 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 3.69 | 3.54 | 4.56 | -4.20 | 3.71 | 1.92 | 2.87 | 1.36 | 0.40 | 3.77 | 2.19 | 0.60 | 1.15 | 3.54 | 1.70 | 0.57 | 0.26 | 1.55 | 2.32 | 1.43 | 3.10 | 3.81 | 2.98 | 3.05 | 1.85 | 1 |
| 365 | 372 | 16 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.93 | 0.69 | 2.71 | 2.93 | 3.16 | 0.78 | 0.75 | 1.75 | 2.31 | 2.41 | 2.24 | 1.28 | -0.19 | 1.21 | 1.48 | 0.21 | 0.77 | 2.83 | 0.70 | 3.32 | 3.43 | 2.71 | 1.95 | 3.64 | 3.44 | 1 |
| 566 | 372 | 16 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 5.15 | 1.86 | 1.40 | 0.72 | 3.79 | 1.24 | 2.21 | 1.69 | 3.75 | 2.83 | 3.01 | 1.09 | 2.27 | 0.82 | 1.93 | 1.60 | 3.80 | 0.87 | 1.59 | 4.27 | 2.02 | 5.71 | -5.15 | 3.02 | 3.18 | 1 |
| 387 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.62 | 2.24 | 3.42 | 1.23 | 1.33 | 1.26 | 4.03 | 3.63 | 0.79 | 4.44 | -0.17 | 0.30 | 1.78 | 3.29 | 1.33 | 2.38 | 1.87 | 1.57 | 0.65 | 3.26 | 2.83 | 3.93 | 3.75 | 3.10 | 3.67 | 1 |
| 385 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.47 | 2.40 | 2.99 | 2.27 | 2.38 | 2.49 | 4.17 | 2.60 | 1.08 | 1.15 | 2.35 | -0.00 | 2.79 | 3.01 | 0.77 | 2.45 | 3.53 | 1.77 | 1.69 | 2.86 | 3.98 | 4.16 | 3.96 | 1.14 | 2.31 | 0 |
| 386 | 372 | 16 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 4.63 | 3.01 | 3.87 | 3.38 | 2.13 | 2.38 | 1.13 | 1.41 | 2.39 | 2.92 | 4.20 | 0.81 | 0.78 | 2.12 | 0.69 | 4.89 | 3.67 | 4.56 | 2.17 | 3.10 | 3.66 | 4.70 | 2.48 | 3.13 | 0.90 | 0 |
| 405 | 372 | 16 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.05 | 3.73 | 5.47 | 3.81 | 3.09 | 1.53 | 2.42 | 1.58 | 4.64 | 4.30 | 2.64 | 2.64 | 1.73 | 4.51 | 3.07 | 0.19 | 1.55 | 1.03 | 5.21 | 4.11 | 4.49 | 3.13 | 2.48 | 4.58 | 2.67 | 0 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_12 | 90.135556 | 0.771915 |
| mAP_valid_abs_values_19 | 90.124444 | 0.977588 |
| mAP_valid_abs_values_11 | 90.104444 | 1.062651 |
| mAP_valid_abs_values_17 | 90.010000 | 1.087118 |
| mAP_valid_abs_values_8 | 89.987778 | 0.643599 |
| mAP_valid_abs_values_6 | 89.772222 | 0.372551 |
| mAP_valid_abs_values_22 | 89.705556 | 0.920504 |
| mAP_valid_abs_values_16 | 89.666667 | 0.917483 |
| mAP_valid_abs_values_18 | 89.614444 | 0.866864 |
| mAP_valid_abs_values_2 | 89.547778 | 0.978031 |
| mAP_valid_abs_values_21 | 89.536667 | 0.545161 |
| mAP_valid_abs_values_13 | 89.534444 | 1.002860 |
| mAP_valid_abs_values_15 | 89.525556 | 0.518269 |
| mAP_valid_abs_values_26 | 89.518889 | 0.479282 |
| mAP_valid_abs_values_5 | 89.508889 | 0.590920 |
| mAP_valid_abs_values_10 | 89.500000 | 0.977497 |
| mAP_valid_abs_values_25 | 89.471111 | 1.257562 |
| mAP_valid_abs_values_9 | 89.290000 | 0.948143 |
| mAP_valid_abs_values_3 | 89.164444 | 1.144903 |
| mAP_valid_abs_values_14 | 89.097778 | 0.721245 |
| mAP_valid_abs_values | 89.033333 | 1.056646 |
| mAP_valid_abs_values_7 | 89.017778 | 1.293800 |
| mAP_valid_abs_values_4 | 88.148889 | 4.295895 |
| mAP_valid_abs_values_24 | 88.102222 | 4.374571 |
| mAP_valid_abs_values_23 | 87.558889 | 4.554128 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_22 | 92.864167 | 0.902692 |
| mAP_test_abs_values_25 | 92.577778 | 0.914571 |
| mAP_test_abs_values_11 | 92.552778 | 1.216636 |
| mAP_test_abs_values_10 | 92.515833 | 0.886091 |
| mAP_test_abs_values_3 | 92.188611 | 3.353812 |
| mAP_test_abs_values_17 | 92.132222 | 1.090175 |
| mAP_test_abs_values | 92.121667 | 0.946722 |
| mAP_test_abs_values_18 | 91.885556 | 1.177684 |
| mAP_test_abs_values_23 | 91.874722 | 4.738033 |
| mAP_test_abs_values_26 | 91.845000 | 0.971151 |
| mAP_test_abs_values_19 | 91.756944 | 1.011976 |
| mAP_test_abs_values_21 | 91.722222 | 4.388158 |
| mAP_test_abs_values_5 | 91.687500 | 3.359812 |
| mAP_test_abs_values_7 | 91.653611 | 1.063528 |
| average_map | 91.629556 | 0.584370 |
| mAP_test_abs_values_16 | 91.601389 | 0.833725 |
| mAP_test_abs_values_9 | 91.593056 | 1.115893 |
| mAP_test_abs_values_14 | 91.580278 | 1.183101 |
| mAP_test_abs_values_13 | 91.560556 | 1.231338 |
| mAP_test_abs_values_6 | 91.404722 | 0.606717 |
| mAP_test_abs_values_15 | 91.303056 | 1.356516 |
| mAP_test_abs_values_12 | 91.091944 | 1.064150 |
| mAP_test_abs_values_8 | 91.081111 | 3.023603 |
| mAP_test_abs_values_4 | 90.566111 | 4.548844 |
| mAP_test_abs_values_24 | 90.233611 | 6.245111 |
| mAP_test_abs_values_2 | 89.344444 | 6.719654 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "MU-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max()) + 1]
)),
showlegend=True
)
fig.show()The results in this presentation are from two experimental designs:
The thresholding is based on fixed values between -1 and 1 on a step size of 0.1.
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 65.08 | 71.42 | 58.92 | 72.74 | 65.45 | 56.49 | 64.43 | 65.40 | 66.53 | 73.21 | 71.77 | 42.66 | 73.21 | 64.22 | 73.58 | 64.23 | 65.05 | 65.90 | 75.61 | 66.63 | 66.89 | 67.82 | 66.01 | 65.78 | 66.67 |
| 1 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 69.29 | 65.24 | 63.76 | 64.18 | 71.84 | 61.50 | 59.77 | 65.18 | 65.48 | 64.65 | 73.48 | 63.66 | 73.45 | 64.79 | 63.53 | 63.58 | 65.63 | 63.52 | 62.74 | 70.49 | 66.28 | 63.75 | 65.42 | 64.12 | 66.40 |
| 2 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 65.18 | 65.49 | 66.64 | 64.59 | 65.64 | 66.88 | 59.07 | 64.90 | 65.26 | 64.92 | 55.33 | 64.21 | 65.45 | 64.87 | 64.26 | 72.62 | 64.71 | 72.28 | 60.93 | 65.79 | 65.03 | 65.36 | 63.94 | 66.00 | 64.07 |
| 3 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.63 | 65.05 | 63.98 | 64.03 | 65.74 | 74.29 | 55.75 | 64.68 | 72.73 | 56.28 | 62.89 | 63.98 | 72.48 | 64.43 | 63.52 | 64.22 | 64.78 | 67.65 | 62.99 | 66.34 | 65.22 | 65.12 | 65.80 | 64.73 | 64.42 |
| 20 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.52 | 65.61 | 69.27 | 63.90 | 73.64 | 61.75 | 73.31 | 64.06 | 73.09 | 65.52 | 73.81 | 69.21 | 84.00 | 72.82 | 65.20 | 64.46 | 62.72 | 73.55 | 55.28 | 65.74 | 65.16 | 64.41 | 64.70 | 65.76 | 64.82 |
| 21 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 66.11 | 65.31 | 55.89 | 64.21 | 64.97 | 64.02 | 71.86 | 63.68 | 73.28 | 65.03 | 74.88 | 63.10 | 73.09 | 63.63 | 64.48 | 74.70 | 64.32 | 64.20 | 69.55 | 65.09 | 64.90 | 65.83 | 63.83 | 64.16 | 65.61 |
| 22 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.98 | 62.15 | 65.28 | 65.76 | 73.15 | 62.84 | 72.09 | 64.60 | 42.66 | 64.98 | 62.78 | 63.10 | 74.21 | 64.44 | 66.27 | 74.04 | 64.20 | 73.82 | 64.17 | 65.88 | 65.81 | 64.63 | 65.57 | 63.47 | 64.38 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.81 | 65.12 | 73.46 | 64.67 | 65.20 | 74.57 | 71.46 | 64.28 | 73.10 | 64.84 | 74.66 | 62.95 | 73.63 | 63.44 | 65.33 | 75.28 | 63.43 | 63.73 | 65.04 | 64.98 | 66.47 | 64.23 | 64.54 | 63.65 | 64.53 |
| 40 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.95 | 64.59 | 72.88 | 64.23 | 73.35 | 74.28 | 73.79 | 62.69 | 74.34 | 63.67 | 73.73 | 63.12 | 73.42 | 62.07 | 63.64 | 73.16 | 63.73 | 63.02 | 64.31 | 65.12 | 65.38 | 62.67 | 65.52 | 64.29 | 65.09 |
| 41 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 72.94 | 73.22 | 64.88 | 42.66 | 73.49 | 65.04 | 73.60 | 64.53 | 73.78 | 73.72 | 68.60 | 61.46 | 73.27 | 64.59 | 63.42 | 80.93 | 64.76 | 64.85 | 74.87 | 64.59 | 64.63 | 64.41 | 64.47 | 64.85 | 63.49 |
| 42 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.30 | 72.50 | 65.52 | 65.06 | 68.32 | 64.57 | 73.20 | 64.25 | 72.94 | 65.56 | 74.87 | 63.43 | 73.98 | 84.03 | 64.01 | 66.02 | 65.55 | 63.57 | 64.27 | 54.98 | 52.64 | 73.16 | 63.83 | 64.00 | 65.02 |
| 43 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 72.47 | 65.24 | 71.26 | 65.53 | 73.60 | 74.25 | 55.18 | 64.93 | 65.29 | 73.60 | 63.23 | 63.56 | 74.10 | 64.68 | 64.63 | 63.61 | 63.56 | 74.21 | 75.40 | 63.99 | 64.83 | 64.41 | 65.41 | 64.13 | 63.59 |
| 60 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 63.36 | 65.44 | 65.64 | 67.27 | 64.88 | 64.98 | 66.56 | 66.34 | 65.32 | 66.66 | 55.97 | 65.05 | 55.46 | 66.87 | 65.51 | 71.00 | 65.15 | 66.80 | 65.18 | 66.32 | 66.45 | 66.17 | 66.97 | 65.57 | 67.63 |
| 61 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 71.61 | 65.59 | 65.54 | 64.37 | 65.40 | 65.17 | 71.87 | 66.14 | 64.17 | 66.23 | 74.49 | 62.70 | 73.66 | 64.03 | 64.08 | 65.30 | 64.48 | 63.89 | 63.38 | 65.87 | 67.14 | 65.67 | 65.20 | 64.68 | 65.91 |
| 62 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 56.21 | 65.40 | 64.06 | 65.11 | 64.31 | 68.60 | 65.45 | 64.76 | 64.65 | 55.99 | 55.73 | 63.11 | 65.61 | 63.80 | 64.56 | 64.56 | 63.42 | 71.86 | 68.30 | 66.23 | 67.00 | 63.73 | 64.75 | 64.69 | 64.60 |
| 63 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.42 | 65.25 | 64.85 | 64.81 | 71.19 | 61.89 | 71.70 | 64.56 | 65.74 | 66.50 | 55.78 | 65.07 | 65.10 | 64.02 | 65.32 | 63.32 | 63.33 | 65.10 | 64.44 | 65.30 | 64.86 | 64.22 | 66.73 | 64.84 | 65.34 |
| 80 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.40 | 65.42 | 65.64 | 64.36 | 71.90 | 64.27 | 73.44 | 65.18 | 42.66 | 65.02 | 83.11 | 62.97 | 72.86 | 64.34 | 42.66 | 71.89 | 66.60 | 64.57 | 62.16 | 64.96 | 65.94 | 64.11 | 65.08 | 64.89 | 64.11 |
| 81 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 64.86 | 65.75 | 73.22 | 64.25 | 64.84 | 63.71 | 73.78 | 64.05 | 65.31 | 73.21 | 73.93 | 64.23 | 85.99 | 63.18 | 64.07 | 73.23 | 62.86 | 73.73 | 64.56 | 65.46 | 53.37 | 64.36 | 63.79 | 64.94 | 63.01 |
| 82 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 66.26 | 65.32 | 64.48 | 63.86 | 63.18 | 74.55 | 71.54 | 63.82 | 73.62 | 65.90 | 74.32 | 63.85 | 72.59 | 63.54 | 63.29 | 63.73 | 63.13 | 55.29 | 64.18 | 65.34 | 64.86 | 64.13 | 64.24 | 64.35 | 64.26 |
| 83 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 72.77 | 65.54 | 72.87 | 64.05 | 64.84 | 74.93 | 64.84 | 65.06 | 65.01 | 63.83 | 68.79 | 62.59 | 42.66 | 64.18 | 63.17 | 55.28 | 42.66 | 65.07 | 63.68 | 64.34 | 64.35 | 64.75 | 63.91 | 65.07 | 64.33 |
| 100 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.15 | 63.77 | 65.21 | 65.30 | 62.66 | 69.81 | 72.22 | 73.98 | 63.93 | 64.34 | 63.44 | 60.89 | 54.62 | 63.43 | 63.94 | 69.13 | 63.55 | 82.94 | 75.30 | 63.67 | 64.08 | 65.39 | 62.92 | 64.65 | 64.34 |
| 101 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 64.87 | 65.94 | 65.68 | 64.95 | 64.83 | 63.37 | 73.01 | 64.53 | 64.38 | 83.73 | 64.17 | 63.44 | 73.89 | 64.23 | 63.85 | 65.64 | 63.30 | 64.59 | 62.68 | 66.46 | 64.08 | 64.02 | 63.62 | 65.02 | 64.91 |
| 102 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.73 | 64.58 | 64.59 | 65.83 | 65.58 | 63.18 | 65.51 | 64.90 | 64.67 | 73.19 | 63.25 | 61.95 | 74.05 | 68.90 | 63.65 | 63.94 | 64.87 | 64.57 | 63.59 | 70.73 | 65.16 | 64.31 | 63.90 | 64.93 | 65.41 |
| 103 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 70.88 | 64.81 | 62.83 | 42.66 | 63.92 | 63.86 | 72.05 | 65.71 | 73.72 | 65.67 | 62.76 | 63.90 | 85.08 | 62.86 | 63.66 | 74.14 | 63.23 | 73.75 | 64.24 | 63.72 | 65.44 | 63.04 | 64.32 | 63.41 | 64.54 |
| 120 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 56.17 | 66.60 | 64.36 | 65.85 | 72.33 | 42.66 | 65.28 | 63.64 | 75.14 | 64.84 | 75.06 | 61.19 | 72.67 | 63.09 | 64.56 | 73.50 | 64.26 | 62.57 | 72.35 | 66.46 | 66.59 | 65.49 | 64.90 | 65.25 | 66.97 |
| 121 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 71.15 | 64.08 | 65.09 | 66.40 | 42.66 | 72.33 | 71.25 | 64.35 | 63.51 | 72.60 | 64.78 | 63.30 | 72.65 | 63.37 | 63.91 | 64.96 | 63.37 | 66.33 | 74.68 | 64.98 | 65.38 | 66.00 | 65.14 | 65.47 | 64.69 |
| 122 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 64.39 | 63.60 | 63.27 | 64.63 | 65.01 | 63.61 | 73.77 | 63.87 | 64.25 | 64.81 | 62.52 | 63.76 | 74.10 | 54.81 | 64.25 | 63.22 | 63.27 | 72.16 | 61.92 | 66.05 | 67.03 | 64.26 | 64.62 | 63.53 | 64.00 |
| 123 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.86 | 64.80 | 63.66 | 66.04 | 65.59 | 55.78 | 64.89 | 65.99 | 72.73 | 64.90 | 65.80 | 65.52 | 55.39 | 64.03 | 64.47 | 77.82 | 65.04 | 73.18 | 65.53 | 66.28 | 66.03 | 65.69 | 64.70 | 66.33 | 66.14 |
| 140 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 65.68 | 64.39 | 72.42 | 66.30 | 64.87 | 62.33 | 72.40 | 63.45 | 62.81 | 65.23 | 64.47 | 63.47 | 56.23 | 64.63 | 64.82 | 55.54 | 63.10 | 64.09 | 62.26 | 64.80 | 42.66 | 63.99 | 65.15 | 66.23 | 66.02 |
| 141 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 42.66 | 82.49 | 64.94 | 64.09 | 63.88 | 72.86 | 72.98 | 64.53 | 64.30 | 73.51 | 74.87 | 64.76 | 74.25 | 64.11 | 42.66 | 84.67 | 42.66 | 81.63 | 64.68 | 63.80 | 64.95 | 65.17 | 65.28 | 64.78 | 64.51 |
| 142 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.65 | 64.68 | 73.29 | 64.92 | 64.32 | 62.09 | 71.97 | 65.04 | 65.01 | 64.49 | 74.62 | 69.83 | 73.45 | 73.51 | 64.09 | 74.37 | 64.11 | 63.35 | 75.27 | 65.20 | 64.28 | 63.85 | 65.20 | 65.46 | 64.57 |
| 143 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 70.61 | 64.50 | 64.76 | 65.24 | 64.95 | 84.29 | 65.10 | 65.31 | 65.73 | 64.43 | 73.99 | 63.69 | 65.18 | 64.37 | 64.86 | 64.31 | 64.50 | 74.48 | 75.12 | 65.09 | 64.72 | 64.90 | 65.12 | 63.99 | 65.10 |
| 160 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.86 | 64.30 | 65.13 | 65.81 | 64.46 | 62.01 | 73.43 | 65.12 | 69.46 | 83.78 | 74.17 | 63.55 | 85.08 | 73.07 | 65.58 | 74.62 | 64.97 | 71.95 | 68.91 | 64.47 | 66.10 | 64.41 | 63.72 | 65.30 | 64.33 |
| 161 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 72.84 | 64.71 | 66.19 | 65.62 | 65.08 | 63.93 | 75.11 | 65.69 | 72.86 | 65.54 | 64.32 | 74.40 | 73.82 | 64.56 | 64.56 | 74.09 | 64.18 | 74.21 | 63.46 | 64.65 | 64.88 | 64.87 | 65.17 | 63.70 | 63.19 |
| 162 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.04 | 42.66 | 64.07 | 65.71 | 64.48 | 73.46 | 73.86 | 64.34 | 73.22 | 64.29 | 74.85 | 61.99 | 73.33 | 42.66 | 63.92 | 74.31 | 42.66 | 63.70 | 63.26 | 63.29 | 63.99 | 65.53 | 64.36 | 64.60 | 64.02 |
| 163 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.10 | 66.87 | 63.95 | 64.61 | 73.76 | 62.31 | 72.54 | 64.90 | 55.97 | 72.81 | 63.79 | 62.88 | 74.11 | 63.34 | 64.09 | 64.20 | 63.67 | 65.02 | 64.27 | 63.99 | 65.74 | 63.71 | 63.93 | 64.17 | 65.34 |
| 180 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.21 | 65.40 | 64.62 | 73.47 | 63.91 | 70.51 | 72.26 | 64.24 | 64.78 | 72.22 | 71.54 | 61.81 | 71.07 | 62.35 | 64.50 | 63.49 | 72.77 | 76.90 | 62.25 | 65.21 | 64.59 | 65.61 | 65.39 | 64.74 | 63.79 |
| 181 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.13 | 71.90 | 64.70 | 65.88 | 65.53 | 62.42 | 66.31 | 65.81 | 64.97 | 65.33 | 62.67 | 64.56 | 63.33 | 64.03 | 64.03 | 73.63 | 64.33 | 64.95 | 62.80 | 65.41 | 63.85 | 65.44 | 64.95 | 66.50 | 66.27 |
| 182 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 66.10 | 66.24 | 65.74 | 63.95 | 60.63 | 63.77 | 72.41 | 64.52 | 66.98 | 64.43 | 63.52 | 64.08 | 72.54 | 64.41 | 64.00 | 64.69 | 64.45 | 56.23 | 63.50 | 65.86 | 66.59 | 65.23 | 63.31 | 66.01 | 64.48 |
| 183 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 71.31 | 65.48 | 72.62 | 64.13 | 65.39 | 62.74 | 70.05 | 65.45 | 65.11 | 72.35 | 72.96 | 72.46 | 73.02 | 64.71 | 63.48 | 72.23 | 64.11 | 73.28 | 64.31 | 67.40 | 66.48 | 65.29 | 65.01 | 66.24 | 65.48 |
| 200 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 70.97 | 71.33 | 64.29 | 65.74 | 66.36 | 61.77 | 65.67 | 64.02 | 65.45 | 65.25 | 63.69 | 64.62 | 66.83 | 63.98 | 64.19 | 73.53 | 63.98 | 65.00 | 62.99 | 66.70 | 66.83 | 65.40 | 64.02 | 65.05 | 65.63 |
| 201 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.20 | 66.25 | 65.34 | 64.63 | 64.11 | 63.63 | 73.31 | 73.92 | 65.79 | 65.06 | 73.90 | 63.20 | 69.26 | 64.28 | 63.34 | 73.28 | 62.45 | 64.79 | 64.35 | 64.63 | 65.48 | 64.54 | 66.59 | 64.59 | 65.16 |
| 202 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.26 | 73.47 | 72.45 | 65.19 | 64.95 | 74.12 | 73.17 | 65.12 | 70.32 | 65.06 | 69.70 | 63.41 | 74.21 | 65.77 | 63.75 | 72.67 | 64.28 | 65.08 | 73.35 | 63.76 | 65.38 | 72.66 | 64.51 | 65.40 | 65.19 |
| 203 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 71.79 | 64.96 | 64.96 | 64.75 | 65.54 | 69.91 | 72.78 | 65.31 | 64.96 | 64.88 | 65.00 | 73.84 | 73.71 | 63.04 | 65.17 | 63.33 | 64.32 | 71.59 | 64.57 | 64.35 | 64.58 | 64.11 | 64.70 | 64.81 | 65.81 |
| 220 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.04 | 65.79 | 64.92 | 64.34 | 72.36 | 62.77 | 42.66 | 64.30 | 65.31 | 64.94 | 64.87 | 63.77 | 71.87 | 63.58 | 65.31 | 67.41 | 63.99 | 73.73 | 64.56 | 65.00 | 65.57 | 64.23 | 65.15 | 66.15 | 64.18 |
| 221 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 72.97 | 64.22 | 64.38 | 64.78 | 73.80 | 64.26 | 73.32 | 65.08 | 74.60 | 64.20 | 73.06 | 74.36 | 74.36 | 63.12 | 64.27 | 75.04 | 64.46 | 64.13 | 64.46 | 64.44 | 65.24 | 64.17 | 64.47 | 64.32 | 64.90 |
| 222 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.16 | 64.36 | 72.81 | 64.52 | 64.46 | 62.48 | 82.86 | 65.02 | 72.24 | 73.94 | 74.38 | 69.21 | 74.54 | 63.39 | 63.92 | 73.34 | 62.85 | 73.46 | 74.88 | 63.78 | 65.91 | 63.25 | 64.98 | 64.45 | 63.84 |
| 223 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.41 | 64.98 | 64.97 | 65.93 | 65.23 | 62.17 | 72.78 | 74.30 | 65.59 | 67.73 | 64.25 | 63.57 | 73.68 | 63.57 | 65.32 | 64.31 | 64.00 | 66.69 | 68.72 | 64.20 | 64.37 | 64.56 | 64.23 | 65.68 | 63.92 |
| 240 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 71.36 | 66.03 | 64.25 | 64.89 | 63.48 | 70.57 | 63.86 | 63.76 | 65.30 | 63.61 | 61.21 | 61.87 | 64.18 | 63.67 | 65.20 | 72.63 | 63.84 | 62.43 | 61.83 | 64.89 | 65.32 | 66.84 | 63.73 | 65.81 | 64.88 |
| 241 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.61 | 65.19 | 64.73 | 64.79 | 55.50 | 60.00 | 70.96 | 64.61 | 84.96 | 65.24 | 67.06 | 63.53 | 64.30 | 63.58 | 64.43 | 63.89 | 63.56 | 72.30 | 72.39 | 66.13 | 64.15 | 65.39 | 64.65 | 64.38 | 64.36 |
| 242 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 56.67 | 64.64 | 62.20 | 65.20 | 56.30 | 65.29 | 64.52 | 64.68 | 72.19 | 64.86 | 65.06 | 64.39 | 64.15 | 63.60 | 64.55 | 63.20 | 63.66 | 64.10 | 62.70 | 64.82 | 64.36 | 66.05 | 64.76 | 65.31 | 65.03 |
| 243 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 65.61 | 64.78 | 64.93 | 64.85 | 72.15 | 64.92 | 61.77 | 64.21 | 72.60 | 55.86 | 73.93 | 64.07 | 73.73 | 63.74 | 63.33 | 64.31 | 55.99 | 64.52 | 64.86 | 64.84 | 65.16 | 65.22 | 63.96 | 64.83 | 64.76 |
| 260 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 56.08 | 72.86 | 55.33 | 66.18 | 64.65 | 64.05 | 71.89 | 65.08 | 66.22 | 65.43 | 73.58 | 73.01 | 73.12 | 84.43 | 65.57 | 72.44 | 64.99 | 64.47 | 56.01 | 42.66 | 66.50 | 64.65 | 65.34 | 64.64 | 65.36 |
| 261 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.26 | 73.30 | 65.00 | 65.68 | 64.53 | 64.04 | 66.28 | 65.58 | 72.51 | 64.60 | 64.01 | 65.06 | 74.76 | 63.39 | 65.36 | 74.11 | 65.02 | 75.23 | 63.09 | 65.55 | 65.04 | 64.52 | 65.06 | 63.87 | 64.51 |
| 262 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.65 | 65.48 | 72.02 | 65.46 | 63.65 | 65.12 | 71.78 | 65.28 | 83.88 | 65.64 | 64.32 | 62.46 | 74.80 | 64.20 | 63.73 | 85.23 | 63.52 | 64.82 | 62.34 | 64.31 | 65.55 | 65.26 | 63.57 | 64.01 | 66.24 |
| 263 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 68.48 | 64.63 | 73.25 | 64.94 | 63.47 | 64.82 | 86.60 | 65.28 | 73.76 | 63.73 | 74.89 | 64.55 | 66.42 | 72.39 | 63.74 | 73.38 | 64.55 | 74.32 | 74.22 | 63.81 | 65.19 | 63.16 | 64.15 | 64.72 | 64.08 |
| 280 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.16 | 74.14 | 73.08 | 65.77 | 73.07 | 71.05 | 72.49 | 73.62 | 63.76 | 72.62 | 56.03 | 61.01 | 74.86 | 64.16 | 64.04 | 67.23 | 63.99 | 65.05 | 63.15 | 64.33 | 64.19 | 64.71 | 65.02 | 64.06 | 64.60 |
| 281 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.66 | 66.08 | 73.17 | 73.84 | 66.02 | 75.67 | 66.37 | 64.23 | 73.11 | 65.12 | 63.80 | 87.04 | 54.46 | 66.47 | 65.39 | 82.78 | 63.71 | 75.02 | 70.92 | 65.06 | 64.66 | 64.86 | 65.93 | 64.51 | 64.46 |
| 282 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 72.93 | 64.35 | 55.89 | 73.15 | 64.62 | 61.86 | 72.66 | 65.08 | 65.30 | 73.73 | 74.11 | 62.78 | 74.09 | 64.05 | 63.31 | 63.37 | 64.87 | 72.67 | 75.79 | 64.30 | 65.98 | 65.25 | 52.40 | 64.10 | 65.31 |
| 283 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 55.54 | 65.12 | 65.53 | 65.09 | 72.95 | 63.76 | 73.41 | 65.18 | 66.40 | 64.54 | 74.83 | 64.45 | 74.08 | 63.78 | 64.50 | 65.31 | 64.39 | 63.44 | 69.77 | 64.82 | 66.06 | 64.36 | 63.90 | 64.28 | 51.49 |
| 300 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 64.18 | 65.47 | 56.10 | 64.47 | 63.80 | 60.70 | 65.26 | 65.81 | 73.00 | 64.79 | 61.21 | 61.11 | 72.68 | 64.49 | 64.14 | 62.96 | 63.64 | 64.62 | 62.08 | 65.23 | 66.34 | 65.65 | 64.38 | 65.75 | 63.58 |
| 301 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 64.23 | 64.76 | 64.50 | 66.52 | 72.30 | 64.86 | 77.57 | 65.76 | 68.83 | 64.91 | 73.25 | 64.64 | 72.58 | 64.81 | 64.83 | 72.51 | 65.09 | 66.00 | 71.58 | 66.07 | 65.06 | 63.70 | 64.90 | 64.36 | 65.80 |
| 302 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 71.42 | 64.52 | 72.25 | 64.49 | 63.77 | 74.20 | 71.82 | 72.78 | 64.67 | 73.03 | 63.91 | 63.29 | 81.15 | 64.61 | 64.60 | 59.45 | 63.56 | 66.65 | 63.81 | 65.22 | 65.95 | 64.73 | 64.28 | 67.25 | 65.22 |
| 303 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 72.84 | 63.65 | 64.03 | 63.52 | 59.59 | 63.03 | 71.37 | 63.81 | 65.89 | 65.66 | 64.80 | 62.66 | 55.84 | 63.44 | 65.25 | 69.05 | 63.29 | 68.81 | 64.02 | 65.91 | 66.53 | 82.56 | 64.70 | 63.84 | 64.95 |
| 320 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 72.21 | 42.66 | 66.57 | 64.90 | 64.76 | 64.00 | 42.66 | 64.87 | 65.18 | 72.16 | 64.59 | 63.34 | 70.60 | 67.24 | 63.68 | 64.79 | 64.56 | 62.96 | 62.55 | 65.67 | 65.38 | 64.26 | 65.32 | 65.63 | 64.62 |
| 321 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.11 | 64.35 | 64.42 | 63.57 | 56.27 | 71.79 | 71.65 | 66.68 | 65.10 | 64.88 | 64.21 | 63.67 | 74.13 | 63.81 | 73.67 | 64.46 | 62.56 | 72.82 | 75.11 | 65.02 | 65.60 | 64.45 | 66.70 | 64.59 | 64.69 |
| 322 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.52 | 66.14 | 73.06 | 64.31 | 64.83 | 64.62 | 82.16 | 65.08 | 69.61 | 64.57 | 62.85 | 64.34 | 74.50 | 63.60 | 63.27 | 74.31 | 52.05 | 64.54 | 56.14 | 64.12 | 65.76 | 64.08 | 64.33 | 64.20 | 64.78 |
| 323 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 65.35 | 66.09 | 65.14 | 64.24 | 64.37 | 63.58 | 73.23 | 65.17 | 72.36 | 72.27 | 55.79 | 65.09 | 73.93 | 74.34 | 64.70 | 73.52 | 70.05 | 64.07 | 64.05 | 64.07 | 65.31 | 64.37 | 64.84 | 63.92 | 63.69 |
| 340 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.30 | 65.95 | 72.46 | 65.03 | 65.06 | 63.42 | 72.16 | 65.99 | 65.30 | 65.33 | 74.04 | 63.08 | 74.03 | 63.16 | 63.16 | 74.20 | 64.53 | 74.35 | 69.67 | 52.84 | 66.46 | 66.30 | 65.14 | 64.23 | 64.93 |
| 341 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.56 | 65.64 | 73.29 | 64.48 | 72.68 | 62.09 | 73.69 | 65.29 | 63.44 | 64.33 | 62.73 | 62.85 | 74.87 | 74.08 | 65.50 | 63.98 | 63.47 | 65.02 | 63.86 | 65.08 | 65.37 | 63.88 | 64.82 | 64.57 | 65.36 |
| 342 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 72.93 | 64.45 | 65.17 | 64.28 | 64.33 | 75.03 | 72.47 | 64.47 | 72.38 | 69.17 | 74.80 | 64.47 | 74.04 | 63.81 | 64.63 | 64.66 | 63.89 | 64.09 | 64.13 | 62.91 | 64.75 | 64.91 | 64.72 | 64.49 | 63.59 |
| 343 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.29 | 65.09 | 55.35 | 65.79 | 73.43 | 63.74 | 86.06 | 64.45 | 63.17 | 63.52 | 74.40 | 73.01 | 63.28 | 63.36 | 65.31 | 55.53 | 74.17 | 65.02 | 71.54 | 64.39 | 63.83 | 63.56 | 64.96 | 64.47 | 64.42 |
| 360 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.32 | 65.19 | 68.16 | 65.30 | 65.93 | 68.32 | 73.27 | 64.42 | 67.23 | 64.24 | 64.29 | 63.38 | 64.95 | 50.06 | 63.99 | 63.92 | 67.29 | 52.13 | 74.91 | 65.15 | 64.55 | 74.36 | 65.39 | 53.86 | 64.53 |
| 361 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 72.93 | 64.86 | 65.64 | 69.47 | 65.16 | 74.92 | 73.32 | 64.09 | 63.66 | 64.42 | 69.05 | 66.48 | 73.70 | 53.54 | 63.90 | 73.13 | 64.90 | 64.12 | 64.31 | 63.22 | 54.73 | 72.66 | 64.96 | 64.57 | 64.04 |
| 362 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.87 | 64.11 | 64.83 | 64.10 | 64.99 | 74.92 | 69.57 | 55.44 | 72.48 | 64.58 | 75.49 | 63.35 | 72.94 | 52.17 | 62.94 | 69.16 | 52.99 | 73.69 | 63.14 | 67.05 | 63.99 | 72.18 | 63.98 | 63.43 | 64.94 |
| 363 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 65.83 | 66.10 | 65.77 | 64.81 | 65.27 | 64.69 | 68.60 | 65.38 | 68.74 | 64.41 | 74.04 | 64.31 | 69.00 | 73.54 | 64.25 | 73.02 | 63.81 | 64.61 | 64.04 | 63.06 | 65.23 | 66.00 | 65.93 | 65.25 | 65.37 |
| 380 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.75 | 68.76 | 65.01 | 65.80 | 65.71 | 63.92 | 68.85 | 63.83 | 63.83 | 70.59 | 63.54 | 63.58 | 73.38 | 63.56 | 63.27 | 69.05 | 73.26 | 54.48 | 74.27 | 63.97 | 65.09 | 64.51 | 65.48 | 72.89 | 64.82 |
| 381 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 67.84 | 64.40 | 63.65 | 64.70 | 65.80 | 74.99 | 73.85 | 65.11 | 63.68 | 67.91 | 62.28 | 62.09 | 73.60 | 69.48 | 63.21 | 73.94 | 62.75 | 74.46 | 69.05 | 54.97 | 62.64 | 53.60 | 64.25 | 52.06 | 65.08 |
| 382 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.84 | 65.09 | 65.03 | 64.71 | 64.38 | 63.97 | 72.49 | 63.78 | 68.62 | 65.70 | 62.83 | 62.98 | 69.68 | 62.84 | 63.92 | 72.94 | 58.96 | 65.55 | 74.12 | 65.16 | 63.51 | 63.26 | 64.48 | 64.56 | 63.30 |
| 383 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.38 | 64.31 | 68.83 | 64.59 | 65.21 | 63.49 | 67.39 | 63.76 | 64.24 | 63.44 | 62.95 | 63.62 | 72.96 | 63.36 | 63.64 | 68.46 | 63.20 | 73.87 | 75.10 | 63.39 | 65.30 | 52.16 | 64.81 | 65.21 | 64.50 |
| 400 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 65.77 | 64.69 | 65.78 | 65.13 | 64.32 | 61.23 | 65.75 | 54.94 | 69.24 | 64.18 | 74.60 | 68.19 | 73.55 | 64.07 | 63.63 | 69.58 | 54.84 | 70.66 | 63.57 | 63.56 | 53.79 | 71.84 | 63.42 | 52.63 | 64.87 |
| 401 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 73.89 | 65.46 | 65.21 | 64.94 | 65.99 | 67.65 | 55.73 | 64.28 | 68.27 | 62.88 | 75.49 | 63.46 | 70.18 | 64.27 | 64.27 | 73.17 | 63.50 | 63.76 | 63.44 | 63.77 | 62.70 | 53.30 | 52.96 | 63.49 | 63.91 |
| 402 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.95 | 64.54 | 64.58 | 64.79 | 65.31 | 68.42 | 64.81 | 65.17 | 69.00 | 69.86 | 63.23 | 63.86 | 74.38 | 63.85 | 63.89 | 73.77 | 63.25 | 62.72 | 63.99 | 63.97 | 63.41 | 63.69 | 65.58 | 64.49 | 65.19 |
| 403 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 71.58 | 64.70 | 65.34 | 64.80 | 68.08 | 63.97 | 73.92 | 63.29 | 62.95 | 69.61 | 62.89 | 62.21 | 72.74 | 62.78 | 63.30 | 65.37 | 62.68 | 63.46 | 62.71 | 64.18 | 63.07 | 51.73 | 64.06 | 64.80 | 63.91 |
| 420 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 65.86 | 65.04 | 66.11 | 64.81 | 65.00 | 67.09 | 70.96 | 63.57 | 74.11 | 64.42 | 75.12 | 63.52 | 73.18 | 63.56 | 63.80 | 72.83 | 64.06 | 73.64 | 68.47 | 62.68 | 63.31 | 64.35 | 63.51 | 64.04 | 64.65 |
| 421 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.29 | 64.24 | 65.36 | 65.22 | 64.82 | 69.36 | 68.04 | 64.44 | 68.73 | 65.08 | 69.33 | 63.55 | 65.82 | 63.56 | 64.45 | 74.17 | 73.82 | 74.01 | 74.24 | 66.52 | 63.96 | 71.89 | 65.35 | 64.91 | 53.18 |
| 422 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.64 | 64.70 | 65.68 | 64.36 | 65.36 | 74.82 | 69.37 | 63.58 | 73.76 | 64.13 | 61.26 | 69.14 | 73.44 | 73.44 | 64.60 | 71.00 | 63.34 | 63.62 | 63.06 | 63.92 | 65.08 | 64.33 | 63.36 | 64.15 | 63.79 |
| 423 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.02 | 65.70 | 68.17 | 65.58 | 64.89 | 64.65 | 72.34 | 63.97 | 67.28 | 65.76 | 65.03 | 75.12 | 72.69 | 64.22 | 64.06 | 65.10 | 64.17 | 68.41 | 63.50 | 65.28 | 64.11 | 53.74 | 64.26 | 64.65 | 65.03 |
| 440 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.42 | 67.51 | 68.58 | 68.66 | 65.19 | 67.74 | 68.73 | 64.54 | 65.13 | 64.23 | 62.96 | 68.15 | 69.59 | 53.73 | 63.52 | 74.15 | 68.19 | 63.54 | 65.13 | 86.39 | 63.86 | 63.43 | 63.39 | 64.96 | 73.58 |
| 441 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.99 | 64.51 | 68.31 | 69.39 | 66.07 | 64.36 | 64.93 | 64.75 | 64.72 | 69.19 | 63.97 | 64.32 | 72.34 | 69.08 | 63.34 | 68.04 | 85.95 | 69.52 | 63.69 | 64.41 | 63.41 | 71.91 | 64.75 | 65.24 | 64.60 |
| 442 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.90 | 65.04 | 65.14 | 65.09 | 66.44 | 63.35 | 67.43 | 64.93 | 65.61 | 68.95 | 67.05 | 70.21 | 70.06 | 73.04 | 64.02 | 73.51 | 63.97 | 73.08 | 63.70 | 64.68 | 63.31 | 69.36 | 52.59 | 64.35 | 64.54 |
| 443 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 66.43 | 65.89 | 64.84 | 64.59 | 64.81 | 67.92 | 69.85 | 64.45 | 64.03 | 64.58 | 73.92 | 65.28 | 55.31 | 63.86 | 63.96 | 69.69 | 63.79 | 73.42 | 63.99 | 64.22 | 65.83 | 53.43 | 64.01 | 52.94 | 65.12 |
| 460 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.73 | 64.43 | 67.68 | 64.38 | 64.95 | 68.22 | 72.89 | 69.99 | 74.33 | 64.26 | 74.91 | 67.84 | 68.20 | 63.43 | 64.35 | 73.03 | 69.73 | 69.07 | 69.58 | 63.01 | 63.59 | 64.84 | 64.07 | 65.28 | 52.41 |
| 461 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.14 | 64.44 | 65.38 | 64.95 | 64.70 | 75.13 | 73.68 | 63.02 | 63.79 | 69.47 | 63.79 | 62.95 | 65.13 | 63.25 | 62.06 | 68.15 | 63.20 | 69.08 | 64.50 | 51.91 | 52.35 | 52.45 | 64.54 | 64.27 | 64.40 |
| 462 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.57 | 64.24 | 65.44 | 65.86 | 64.28 | 64.32 | 68.83 | 64.00 | 65.13 | 70.25 | 63.26 | 63.15 | 70.55 | 68.92 | 63.16 | 66.19 | 69.86 | 66.23 | 63.09 | 63.80 | 64.57 | 72.38 | 64.65 | 65.47 | 56.60 |
| 463 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 65.94 | 63.85 | 65.46 | 64.52 | 64.59 | 74.69 | 69.79 | 63.81 | 63.28 | 63.96 | 63.29 | 63.63 | 69.64 | 51.33 | 63.73 | 72.05 | 53.13 | 64.17 | 63.94 | 63.77 | 52.82 | 64.55 | 64.21 | 64.87 | 64.90 |
| 480 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 64.98 | 63.97 | 63.46 | 64.37 | 65.08 | 63.81 | 72.22 | 59.25 | 69.21 | 64.93 | 75.40 | 63.85 | 72.70 | 63.81 | 62.87 | 71.62 | 73.48 | 74.17 | 68.33 | 64.41 | 63.44 | 64.36 | 64.35 | 64.78 | 64.64 |
| 481 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 66.75 | 65.10 | 65.58 | 67.44 | 64.27 | 64.04 | 71.36 | 55.44 | 63.99 | 63.35 | 73.76 | 74.61 | 68.07 | 54.42 | 63.20 | 72.86 | 63.15 | 59.49 | 75.08 | 62.98 | 63.06 | 63.77 | 63.82 | 63.99 | 64.44 |
| 482 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.77 | 64.70 | 67.94 | 64.44 | 64.94 | 63.54 | 74.27 | 68.78 | 54.85 | 61.88 | 75.63 | 75.39 | 70.34 | 63.38 | 63.95 | 60.21 | 63.46 | 63.22 | 74.12 | 53.42 | 62.49 | 72.36 | 63.24 | 64.45 | 63.46 |
| 483 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.32 | 66.94 | 64.90 | 65.22 | 65.70 | 64.29 | 73.31 | 57.24 | 68.54 | 73.32 | 66.99 | 64.07 | 68.34 | 63.24 | 64.07 | 63.76 | 64.01 | 64.90 | 64.24 | 64.45 | 53.90 | 72.61 | 65.20 | 64.26 | 65.20 |
| 500 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 66.87 | 66.23 | 65.77 | 64.37 | 65.18 | 65.12 | 68.68 | 65.28 | 69.40 | 64.15 | 68.32 | 67.12 | 72.87 | 68.63 | 64.95 | 70.46 | 64.07 | 63.88 | 64.30 | 63.87 | 53.80 | 74.90 | 65.85 | 64.53 | 64.92 |
| 501 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.34 | 69.09 | 65.03 | 65.37 | 64.27 | 67.50 | 64.73 | 64.13 | 70.38 | 64.50 | 63.22 | 74.74 | 69.20 | 53.68 | 64.84 | 72.93 | 68.97 | 72.88 | 74.90 | 54.24 | 64.83 | 74.15 | 65.24 | 64.13 | 65.16 |
| 502 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.74 | 65.20 | 67.76 | 65.63 | 65.69 | 61.71 | 73.72 | 63.98 | 65.89 | 65.80 | 64.95 | 63.84 | 68.20 | 64.02 | 63.52 | 73.82 | 63.29 | 73.30 | 69.26 | 64.08 | 64.28 | 73.29 | 64.26 | 64.74 | 62.27 |
| 503 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.20 | 64.07 | 65.22 | 65.06 | 64.55 | 74.75 | 68.86 | 63.71 | 64.69 | 69.29 | 68.15 | 68.79 | 85.84 | 69.95 | 54.39 | 71.19 | 66.52 | 68.79 | 63.27 | 63.64 | 65.18 | 73.40 | 69.85 | 64.97 | 63.89 |
| 520 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.90 | 65.07 | 65.25 | 65.53 | 64.75 | 63.42 | 72.64 | 62.61 | 63.40 | 64.76 | 75.48 | 63.60 | 72.05 | 64.38 | 63.81 | 73.58 | 57.09 | 68.28 | 68.63 | 63.71 | 64.20 | 64.92 | 64.13 | 65.46 | 64.54 |
| 521 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 69.07 | 65.46 | 64.69 | 64.74 | 65.94 | 64.05 | 68.71 | 64.21 | 64.22 | 63.40 | 64.54 | 63.72 | 72.86 | 64.00 | 63.24 | 73.43 | 63.18 | 70.14 | 62.70 | 64.41 | 64.65 | 73.67 | 64.76 | 55.15 | 53.20 |
| 522 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 68.57 | 65.55 | 65.15 | 65.40 | 64.93 | 63.82 | 73.10 | 63.09 | 54.90 | 64.04 | 64.91 | 63.37 | 69.41 | 64.84 | 62.80 | 72.72 | 64.32 | 63.67 | 63.46 | 64.26 | 66.09 | 63.19 | 64.45 | 65.00 | 64.32 |
| 523 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.54 | 64.40 | 65.55 | 65.29 | 64.94 | 75.17 | 73.30 | 70.17 | 63.93 | 69.67 | 63.32 | 63.69 | 72.90 | 63.85 | 63.62 | 69.24 | 63.15 | 64.58 | 69.22 | 64.67 | 63.20 | 65.55 | 64.41 | 64.24 | 64.54 |
| 540 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 65.94 | 74.85 | 64.46 | 63.96 | 67.83 | 63.70 | 74.51 | 64.49 | 69.45 | 69.52 | 64.27 | 60.23 | 67.71 | 63.22 | 63.94 | 72.75 | 73.86 | 54.26 | 74.96 | 63.71 | 63.77 | 53.88 | 64.53 | 65.90 | 64.81 |
| 541 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 65.33 | 65.50 | 65.60 | 64.54 | 67.56 | 68.66 | 67.59 | 55.06 | 69.41 | 64.30 | 63.87 | 64.09 | 50.08 | 63.73 | 63.33 | 63.74 | 73.73 | 63.29 | 64.50 | 63.49 | 65.39 | 54.15 | 64.78 | 53.17 | 65.39 |
| 542 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.56 | 65.06 | 64.64 | 65.58 | 65.54 | 69.61 | 73.45 | 64.69 | 64.35 | 65.35 | 64.05 | 64.32 | 73.10 | 53.44 | 64.07 | 73.10 | 64.56 | 63.89 | 64.90 | 64.73 | 63.64 | 72.36 | 65.04 | 65.28 | 65.01 |
| 543 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 72.32 | 65.55 | 63.58 | 65.31 | 66.62 | 64.38 | 65.37 | 55.58 | 65.16 | 70.70 | 64.50 | 74.93 | 72.63 | 63.81 | 63.88 | 65.51 | 51.75 | 64.74 | 69.68 | 55.99 | 63.03 | 53.79 | 65.55 | 68.61 | 65.07 |
| 560 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 68.16 | 65.15 | 64.90 | 68.85 | 66.66 | 75.57 | 73.25 | 64.57 | 64.90 | 63.68 | 74.72 | 68.28 | 73.75 | 63.53 | 63.36 | 63.81 | 62.72 | 73.42 | 87.59 | 63.34 | 52.73 | 72.91 | 63.36 | 63.43 | 64.34 |
| 561 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.73 | 69.20 | 68.69 | 65.42 | 64.71 | 68.80 | 73.24 | 64.25 | 64.31 | 63.58 | 67.67 | 63.21 | 72.87 | 69.04 | 64.18 | 73.11 | 54.76 | 73.83 | 74.72 | 57.29 | 64.31 | 73.89 | 52.88 | 53.19 | 64.50 |
| 562 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 65.56 | 65.83 | 65.71 | 66.07 | 64.76 | 74.51 | 68.92 | 64.06 | 69.18 | 64.49 | 74.98 | 63.66 | 69.15 | 73.06 | 63.39 | 64.67 | 63.58 | 73.33 | 74.35 | 64.01 | 55.27 | 73.39 | 64.49 | 64.06 | 64.42 |
| 563 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.18 | 69.43 | 63.97 | 64.95 | 51.92 | 64.05 | 69.00 | 63.96 | 64.34 | 65.59 | 74.62 | 62.51 | 69.06 | 74.13 | 64.20 | 71.03 | 65.19 | 68.07 | 62.52 | 64.82 | 62.89 | 72.63 | 64.47 | 64.20 | 64.38 |
| 580 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.59 | 65.19 | 64.24 | 64.81 | 64.86 | 74.61 | 65.81 | 63.74 | 71.21 | 67.09 | 60.87 | 69.15 | 73.10 | 64.15 | 63.33 | 72.90 | 63.02 | 64.24 | 68.33 | 64.56 | 63.54 | 52.94 | 64.53 | 64.58 | 63.77 |
| 581 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 67.55 | 65.23 | 64.87 | 66.47 | 64.54 | 62.29 | 70.37 | 64.93 | 63.72 | 63.98 | 74.35 | 75.36 | 72.84 | 55.44 | 63.36 | 72.11 | 70.21 | 70.07 | 63.61 | 64.25 | 63.75 | 71.89 | 64.49 | 64.21 | 53.53 |
| 582 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 66.16 | 69.51 | 68.73 | 64.36 | 65.10 | 69.48 | 69.07 | 63.68 | 55.03 | 63.54 | 62.89 | 63.33 | 72.74 | 69.01 | 63.70 | 65.52 | 63.73 | 73.49 | 63.38 | 54.32 | 64.97 | 62.89 | 64.78 | 64.53 | 64.47 |
| 583 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 65.98 | 66.38 | 64.80 | 65.58 | 65.21 | 68.25 | 65.18 | 64.50 | 64.92 | 69.04 | 64.01 | 62.28 | 72.11 | 62.83 | 63.56 | 70.66 | 64.59 | 63.44 | 75.06 | 64.27 | 64.08 | 53.66 | 63.85 | 56.48 | 65.46 |
| 600 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.20 | 65.03 | 68.73 | 64.91 | 64.66 | 64.65 | 68.39 | 55.94 | 64.45 | 69.78 | 75.33 | 74.78 | 72.58 | 54.52 | 64.80 | 73.06 | 64.86 | 64.28 | 74.88 | 55.42 | 65.56 | 64.07 | 65.09 | 64.68 | 54.57 |
| 601 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.50 | 67.69 | 65.44 | 52.75 | 65.98 | 67.66 | 73.28 | 55.02 | 64.74 | 65.27 | 74.62 | 69.27 | 73.35 | 56.35 | 63.53 | 72.88 | 68.54 | 69.44 | 63.80 | 54.12 | 64.94 | 72.86 | 64.95 | 63.63 | 64.21 |
| 602 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.37 | 66.32 | 65.51 | 65.35 | 65.56 | 64.79 | 73.12 | 65.75 | 68.82 | 66.32 | 70.23 | 69.28 | 72.35 | 64.04 | 64.01 | 73.63 | 64.80 | 64.43 | 64.52 | 65.11 | 63.24 | 66.61 | 65.01 | 65.15 | 66.12 |
| 603 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.68 | 68.33 | 67.78 | 64.27 | 66.77 | 66.48 | 72.29 | 56.34 | 64.94 | 68.07 | 75.28 | 59.84 | 71.82 | 73.61 | 64.15 | 64.25 | 63.46 | 55.92 | 68.88 | 67.35 | 53.23 | 55.04 | 64.63 | 65.46 | 64.60 |
| 620 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.03 | 65.73 | 69.95 | 65.55 | 64.81 | 64.43 | 69.07 | 65.06 | 63.96 | 73.97 | 68.86 | 63.15 | 68.61 | 70.37 | 64.11 | 57.70 | 64.30 | 73.35 | 75.53 | 63.65 | 63.62 | 52.67 | 64.59 | 69.79 | 64.24 |
| 621 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.57 | 65.78 | 67.33 | 65.01 | 64.33 | 67.99 | 73.80 | 64.79 | 59.47 | 64.00 | 63.92 | 62.33 | 73.15 | 54.14 | 63.20 | 72.79 | 62.91 | 73.22 | 74.51 | 63.41 | 64.11 | 53.15 | 63.07 | 64.53 | 65.50 |
| 622 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 67.88 | 65.29 | 64.34 | 74.15 | 65.85 | 64.70 | 72.86 | 63.83 | 63.88 | 64.96 | 75.23 | 63.15 | 72.64 | 69.92 | 63.42 | 69.78 | 64.07 | 72.89 | 63.82 | 64.10 | 63.94 | 58.34 | 56.42 | 64.29 | 65.43 |
| 623 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.04 | 69.66 | 68.17 | 63.95 | 65.48 | 65.55 | 73.60 | 63.78 | 63.64 | 64.52 | 63.97 | 63.96 | 73.69 | 65.12 | 63.60 | 73.73 | 85.70 | 70.32 | 63.07 | 53.88 | 64.74 | 73.33 | 64.40 | 72.85 | 57.06 |
| 640 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.77 | 65.78 | 69.39 | 64.75 | 65.58 | 66.63 | 71.96 | 70.24 | 65.25 | 64.69 | 69.56 | 64.05 | 64.21 | 68.29 | 64.67 | 70.90 | 63.66 | 64.27 | 63.88 | 64.74 | 63.09 | 73.00 | 64.22 | 65.33 | 65.26 |
| 641 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.23 | 65.31 | 65.37 | 65.47 | 65.08 | 75.64 | 66.69 | 63.70 | 69.70 | 64.18 | 67.33 | 64.03 | 69.52 | 71.19 | 63.15 | 63.67 | 62.87 | 73.07 | 74.35 | 63.29 | 53.75 | 73.14 | 64.97 | 65.16 | 64.59 |
| 642 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 65.70 | 65.27 | 64.31 | 64.65 | 64.16 | 64.05 | 69.03 | 70.79 | 69.63 | 64.60 | 74.90 | 62.83 | 72.74 | 68.36 | 53.86 | 64.96 | 63.95 | 60.56 | 69.46 | 64.21 | 64.15 | 51.89 | 64.38 | 64.35 | 70.19 |
| 643 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 66.31 | 64.81 | 69.50 | 65.56 | 67.29 | 62.38 | 72.40 | 64.09 | 64.81 | 64.17 | 63.57 | 67.06 | 71.98 | 63.24 | 64.25 | 68.94 | 52.94 | 70.05 | 69.06 | 64.62 | 52.26 | 64.79 | 64.88 | 64.01 | 64.32 |
| 660 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 68.05 | 65.28 | 65.65 | 69.42 | 64.88 | 61.68 | 73.56 | 55.26 | 69.48 | 62.98 | 63.86 | 61.25 | 64.41 | 62.57 | 64.34 | 73.32 | 64.30 | 73.48 | 63.49 | 64.37 | 63.97 | 56.32 | 63.48 | 52.28 | 64.54 |
| 661 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.09 | 65.58 | 69.21 | 64.82 | 74.37 | 74.20 | 73.72 | 64.78 | 73.07 | 55.81 | 64.29 | 68.21 | 69.72 | 63.93 | 63.44 | 67.78 | 63.78 | 68.13 | 68.32 | 64.88 | 64.94 | 71.84 | 65.49 | 64.67 | 64.95 |
| 662 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.41 | 65.73 | 65.72 | 68.58 | 65.10 | 64.30 | 73.42 | 64.12 | 69.27 | 54.18 | 64.65 | 63.98 | 72.61 | 68.33 | 62.73 | 74.22 | 63.07 | 63.71 | 68.80 | 63.82 | 63.54 | 72.49 | 63.49 | 62.81 | 64.94 |
| 663 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 66.49 | 67.79 | 68.85 | 65.43 | 64.98 | 74.05 | 65.56 | 64.05 | 68.36 | 65.86 | 73.90 | 75.35 | 72.74 | 73.84 | 63.48 | 69.73 | 63.83 | 64.11 | 63.32 | 63.45 | 64.62 | 52.07 | 65.35 | 65.64 | 65.05 |
| 680 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 71.65 | 64.24 | 65.43 | 68.08 | 66.05 | 65.98 | 74.35 | 64.31 | 64.12 | 70.30 | 63.01 | 62.82 | 74.30 | 63.96 | 63.05 | 70.73 | 63.62 | 74.17 | 64.53 | 62.89 | 53.62 | 65.44 | 64.34 | 63.70 | 64.27 |
| 681 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.06 | 65.71 | 68.28 | 64.57 | 55.00 | 74.31 | 72.35 | 68.73 | 73.28 | 63.50 | 63.82 | 66.52 | 72.78 | 63.83 | 63.55 | 58.29 | 63.57 | 73.83 | 70.09 | 64.06 | 63.63 | 68.92 | 52.63 | 53.40 | 72.89 |
| 682 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.05 | 64.93 | 68.83 | 64.18 | 67.81 | 67.08 | 68.47 | 64.18 | 68.98 | 86.99 | 74.37 | 62.61 | 69.49 | 63.71 | 62.96 | 72.73 | 67.78 | 53.71 | 63.82 | 63.86 | 64.26 | 72.44 | 65.13 | 64.32 | 64.85 |
| 683 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 65.31 | 65.09 | 65.94 | 68.53 | 65.09 | 63.48 | 74.44 | 64.25 | 63.82 | 64.40 | 75.49 | 63.95 | 70.64 | 63.00 | 64.31 | 65.34 | 63.68 | 70.07 | 75.23 | 63.46 | 65.66 | 54.35 | 64.51 | 64.99 | 64.05 |
| 700 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 65.44 | 65.04 | 65.29 | 65.08 | 64.78 | 67.55 | 70.40 | 64.40 | 69.70 | 66.63 | 64.25 | 62.63 | 71.18 | 62.56 | 62.12 | 52.73 | 52.88 | 63.83 | 75.14 | 64.71 | 64.56 | 73.03 | 64.32 | 63.81 | 65.03 |
| 701 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.50 | 65.12 | 64.81 | 65.54 | 64.83 | 63.06 | 68.66 | 69.64 | 74.07 | 63.63 | 69.31 | 63.74 | 72.80 | 73.62 | 64.35 | 73.57 | 62.63 | 73.25 | 74.33 | 63.99 | 63.87 | 65.73 | 64.31 | 64.84 | 64.89 |
| 702 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 68.03 | 63.77 | 64.94 | 64.12 | 64.92 | 69.46 | 68.36 | 68.06 | 64.58 | 68.97 | 75.38 | 63.44 | 72.37 | 63.13 | 64.22 | 74.86 | 62.91 | 69.69 | 75.12 | 64.19 | 64.22 | 52.88 | 64.56 | 63.72 | 63.79 |
| 703 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.59 | 64.69 | 65.13 | 65.36 | 66.85 | 64.69 | 69.58 | 68.74 | 71.19 | 68.75 | 63.14 | 75.09 | 73.12 | 63.09 | 63.90 | 73.27 | 65.58 | 73.12 | 75.01 | 64.54 | 63.91 | 53.50 | 64.97 | 54.49 | 53.90 |
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 58.76 | 73.21 | 59.30 | 74.80 | 58.47 | 50.46 | 58.50 | 58.22 | 58.34 | 74.18 | 74.49 | 49.17 | 75.13 | 56.86 | 74.89 | 57.78 | 58.51 | 57.65 | 76.61 | 58.22 | 59.83 | 59.46 | 57.81 | 57.63 | 58.80 |
| 1 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 71.17 | 58.57 | 57.40 | 58.43 | 73.15 | 55.92 | 59.02 | 58.20 | 58.31 | 58.13 | 76.07 | 56.38 | 75.86 | 57.29 | 57.55 | 56.78 | 57.57 | 56.31 | 55.04 | 75.13 | 57.75 | 56.47 | 56.41 | 57.71 | 57.22 |
| 2 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 58.52 | 59.25 | 60.19 | 59.04 | 59.11 | 68.95 | 55.37 | 58.48 | 57.77 | 57.40 | 50.25 | 56.92 | 59.06 | 57.37 | 58.19 | 75.32 | 58.02 | 74.88 | 55.01 | 57.22 | 56.74 | 57.50 | 57.25 | 58.65 | 57.57 |
| 3 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.63 | 58.82 | 58.32 | 58.59 | 58.48 | 76.01 | 50.52 | 57.29 | 73.64 | 50.03 | 56.50 | 57.36 | 75.90 | 56.80 | 56.80 | 57.32 | 57.54 | 68.12 | 56.47 | 58.51 | 57.51 | 57.17 | 57.52 | 57.11 | 57.16 |
| 20 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.75 | 59.64 | 72.15 | 56.97 | 74.37 | 55.86 | 75.28 | 57.50 | 76.23 | 57.89 | 76.52 | 68.89 | 88.68 | 75.48 | 57.75 | 56.91 | 56.03 | 75.59 | 49.98 | 57.71 | 56.32 | 57.36 | 57.14 | 57.30 | 56.86 |
| 21 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.19 | 58.43 | 49.95 | 57.86 | 59.10 | 56.81 | 74.45 | 57.54 | 75.15 | 58.25 | 75.74 | 57.44 | 75.51 | 56.30 | 57.41 | 76.20 | 56.66 | 57.90 | 70.18 | 56.63 | 57.41 | 57.17 | 57.79 | 57.32 | 58.27 |
| 22 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.82 | 57.06 | 58.94 | 58.84 | 74.49 | 56.63 | 75.01 | 57.90 | 49.17 | 57.96 | 56.50 | 57.54 | 75.75 | 57.73 | 57.77 | 76.74 | 57.09 | 75.28 | 56.61 | 58.32 | 58.54 | 57.60 | 57.37 | 56.97 | 56.91 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 59.53 | 58.98 | 74.66 | 58.62 | 58.50 | 75.95 | 74.59 | 57.43 | 75.40 | 57.36 | 76.24 | 57.59 | 75.61 | 56.43 | 57.27 | 76.12 | 57.11 | 56.13 | 56.81 | 57.05 | 58.13 | 57.35 | 57.05 | 56.11 | 56.96 |
| 40 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 75.31 | 57.67 | 74.79 | 58.56 | 74.77 | 76.10 | 75.30 | 57.21 | 76.05 | 57.62 | 75.85 | 57.43 | 76.63 | 56.57 | 57.29 | 74.91 | 56.34 | 57.93 | 57.27 | 57.85 | 57.53 | 57.00 | 58.15 | 56.41 | 57.62 |
| 41 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.65 | 74.42 | 58.94 | 49.17 | 74.31 | 57.94 | 74.65 | 57.69 | 74.56 | 74.92 | 69.03 | 55.64 | 75.77 | 57.21 | 58.08 | 83.64 | 57.51 | 57.49 | 76.45 | 57.03 | 57.30 | 57.78 | 56.72 | 56.95 | 57.24 |
| 42 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.83 | 74.92 | 59.47 | 59.59 | 67.13 | 57.50 | 73.73 | 57.39 | 75.82 | 58.49 | 76.41 | 57.35 | 75.32 | 89.37 | 57.93 | 58.48 | 57.83 | 57.11 | 57.04 | 45.06 | 44.17 | 76.39 | 56.51 | 57.38 | 56.76 |
| 43 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.78 | 58.17 | 72.82 | 59.41 | 74.25 | 75.60 | 49.50 | 57.14 | 58.54 | 75.14 | 57.62 | 57.12 | 75.31 | 57.52 | 58.40 | 56.59 | 57.21 | 75.83 | 76.22 | 57.49 | 57.93 | 58.18 | 58.27 | 58.18 | 57.39 |
| 60 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 57.92 | 58.30 | 60.36 | 60.18 | 58.64 | 57.50 | 59.59 | 58.34 | 58.38 | 59.74 | 50.15 | 57.38 | 51.24 | 58.80 | 57.49 | 74.26 | 57.74 | 58.87 | 57.62 | 59.42 | 58.64 | 57.87 | 58.88 | 58.47 | 58.77 |
| 61 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 72.33 | 58.48 | 57.88 | 59.72 | 59.01 | 57.69 | 73.64 | 58.06 | 57.02 | 59.58 | 76.50 | 56.81 | 75.58 | 56.77 | 57.34 | 56.91 | 57.41 | 56.78 | 55.35 | 58.36 | 57.74 | 56.90 | 56.94 | 57.26 | 57.82 |
| 62 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 50.10 | 58.39 | 57.56 | 59.41 | 57.70 | 69.07 | 57.67 | 57.83 | 57.92 | 50.80 | 50.40 | 55.48 | 57.23 | 56.81 | 58.79 | 57.66 | 56.85 | 74.60 | 69.15 | 59.15 | 59.08 | 57.51 | 56.79 | 57.22 | 56.38 |
| 63 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 58.63 | 57.57 | 59.22 | 58.30 | 72.30 | 54.45 | 74.54 | 57.54 | 57.82 | 57.95 | 50.00 | 57.76 | 57.22 | 57.45 | 57.01 | 56.69 | 57.25 | 58.88 | 57.29 | 58.00 | 57.52 | 57.33 | 58.71 | 56.93 | 58.55 |
| 80 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.03 | 59.84 | 58.98 | 57.06 | 73.66 | 56.61 | 74.22 | 56.82 | 49.17 | 57.42 | 87.36 | 56.82 | 74.84 | 56.39 | 49.17 | 71.23 | 58.73 | 56.33 | 54.99 | 57.64 | 59.00 | 56.73 | 57.58 | 56.90 | 56.17 |
| 81 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.14 | 58.65 | 74.48 | 58.62 | 59.02 | 56.38 | 75.40 | 56.81 | 57.65 | 75.18 | 76.97 | 56.64 | 89.00 | 56.17 | 55.85 | 76.10 | 55.99 | 76.08 | 57.33 | 57.51 | 45.60 | 56.76 | 57.19 | 56.26 | 55.78 |
| 82 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 58.24 | 58.20 | 58.39 | 58.26 | 57.03 | 76.94 | 74.11 | 57.02 | 75.70 | 57.72 | 76.16 | 56.72 | 75.24 | 56.02 | 56.68 | 56.70 | 57.17 | 49.29 | 56.85 | 57.64 | 57.64 | 57.23 | 57.09 | 57.09 | 56.49 |
| 83 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 75.05 | 59.44 | 75.26 | 57.09 | 59.03 | 76.22 | 58.75 | 58.03 | 56.92 | 56.56 | 69.46 | 56.08 | 49.17 | 57.52 | 58.35 | 50.62 | 49.17 | 57.49 | 56.31 | 57.62 | 57.36 | 57.66 | 57.26 | 57.52 | 55.60 |
| 100 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.11 | 58.63 | 58.79 | 57.71 | 56.84 | 69.63 | 75.19 | 75.91 | 56.80 | 57.71 | 56.15 | 54.14 | 49.79 | 56.68 | 56.98 | 68.31 | 56.73 | 88.14 | 77.23 | 55.94 | 55.99 | 56.96 | 56.73 | 57.25 | 57.09 |
| 101 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.25 | 59.01 | 59.03 | 58.76 | 58.54 | 57.23 | 74.89 | 57.01 | 58.05 | 88.04 | 57.60 | 56.56 | 76.16 | 57.75 | 57.93 | 58.73 | 58.31 | 58.34 | 57.39 | 58.23 | 57.22 | 56.98 | 56.60 | 58.19 | 56.56 |
| 102 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.49 | 58.25 | 59.38 | 59.09 | 60.00 | 57.29 | 59.24 | 59.22 | 57.08 | 75.15 | 57.32 | 57.62 | 74.82 | 68.09 | 56.97 | 57.97 | 57.87 | 58.68 | 56.60 | 69.81 | 58.31 | 57.27 | 56.72 | 57.26 | 57.01 |
| 103 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 72.00 | 60.20 | 57.07 | 49.17 | 58.80 | 57.59 | 74.36 | 57.31 | 75.46 | 58.11 | 56.96 | 57.13 | 89.81 | 57.28 | 57.40 | 75.34 | 57.94 | 76.16 | 56.55 | 56.53 | 58.06 | 56.90 | 56.97 | 56.07 | 56.36 |
| 120 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 50.23 | 57.96 | 58.01 | 58.82 | 74.80 | 49.17 | 58.57 | 56.15 | 80.27 | 58.03 | 76.98 | 53.24 | 75.03 | 55.90 | 57.47 | 75.86 | 56.22 | 56.04 | 74.83 | 59.36 | 59.23 | 57.56 | 56.90 | 57.99 | 57.46 |
| 121 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 72.76 | 57.97 | 58.96 | 59.30 | 49.17 | 75.51 | 73.85 | 56.85 | 56.08 | 74.33 | 57.59 | 56.81 | 75.78 | 57.24 | 57.42 | 56.48 | 55.66 | 57.83 | 75.62 | 56.93 | 57.30 | 59.26 | 57.17 | 58.44 | 57.67 |
| 122 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 58.38 | 56.39 | 57.27 | 58.60 | 59.09 | 56.59 | 74.84 | 56.52 | 56.84 | 57.49 | 56.14 | 57.04 | 76.11 | 49.75 | 56.95 | 55.59 | 55.69 | 74.69 | 55.33 | 58.22 | 58.79 | 57.18 | 56.22 | 56.61 | 57.81 |
| 123 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 60.63 | 57.90 | 57.66 | 59.26 | 58.63 | 50.01 | 58.78 | 58.26 | 75.45 | 57.33 | 57.50 | 56.83 | 50.82 | 57.09 | 57.39 | 79.13 | 57.85 | 76.28 | 57.78 | 59.10 | 58.85 | 57.73 | 56.77 | 57.99 | 57.49 |
| 140 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 59.75 | 58.41 | 73.90 | 58.90 | 58.51 | 55.93 | 75.29 | 56.43 | 55.96 | 57.28 | 57.40 | 57.10 | 50.28 | 56.38 | 57.00 | 50.34 | 56.63 | 56.21 | 55.65 | 57.94 | 49.17 | 56.39 | 57.08 | 57.79 | 57.49 |
| 141 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 49.17 | 88.31 | 58.14 | 57.95 | 58.30 | 75.41 | 74.59 | 57.40 | 56.89 | 74.81 | 76.60 | 57.85 | 76.04 | 56.65 | 49.17 | 87.49 | 49.17 | 87.33 | 56.23 | 56.36 | 57.24 | 56.60 | 57.61 | 57.58 | 57.28 |
| 142 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.86 | 57.81 | 74.82 | 58.64 | 58.35 | 55.70 | 74.34 | 58.17 | 56.95 | 57.10 | 76.01 | 70.03 | 76.14 | 74.98 | 57.62 | 76.75 | 56.70 | 56.19 | 76.76 | 56.72 | 56.67 | 56.67 | 57.26 | 57.46 | 57.06 |
| 143 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 72.96 | 58.06 | 58.45 | 58.49 | 59.19 | 90.39 | 58.17 | 58.01 | 58.98 | 57.90 | 75.28 | 57.37 | 57.98 | 57.52 | 58.36 | 57.39 | 57.94 | 76.43 | 77.71 | 58.30 | 57.07 | 57.25 | 57.15 | 57.72 | 57.05 |
| 160 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.35 | 58.77 | 57.58 | 60.28 | 58.97 | 56.64 | 75.16 | 57.55 | 68.86 | 89.16 | 76.47 | 57.54 | 87.25 | 75.88 | 58.02 | 76.86 | 56.19 | 74.02 | 69.65 | 58.16 | 59.31 | 57.32 | 55.77 | 57.84 | 57.33 |
| 161 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.27 | 58.33 | 59.40 | 58.39 | 58.71 | 57.59 | 75.88 | 58.40 | 74.79 | 59.12 | 58.08 | 76.88 | 75.66 | 56.65 | 58.85 | 76.56 | 57.43 | 76.11 | 56.90 | 57.45 | 57.57 | 57.19 | 56.68 | 56.13 | 57.59 |
| 162 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 74.80 | 49.17 | 58.25 | 58.65 | 58.09 | 74.97 | 75.26 | 57.71 | 74.81 | 57.65 | 75.79 | 55.86 | 75.79 | 49.17 | 57.00 | 76.56 | 49.17 | 57.17 | 55.87 | 56.31 | 57.03 | 57.37 | 56.54 | 56.75 | 56.56 |
| 163 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 73.81 | 59.70 | 58.02 | 59.01 | 75.03 | 56.45 | 73.20 | 58.69 | 50.80 | 75.79 | 57.54 | 57.01 | 75.69 | 56.44 | 58.32 | 56.70 | 56.88 | 57.91 | 57.78 | 56.35 | 56.46 | 56.49 | 57.15 | 56.84 | 56.90 |
| 180 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.93 | 58.61 | 58.01 | 75.27 | 58.08 | 74.90 | 73.23 | 56.68 | 58.09 | 75.03 | 73.79 | 56.80 | 74.43 | 55.28 | 56.71 | 56.03 | 76.41 | 81.54 | 55.20 | 56.99 | 55.99 | 56.75 | 56.83 | 56.74 | 55.50 |
| 181 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.12 | 73.09 | 59.16 | 59.59 | 59.19 | 56.21 | 59.50 | 59.86 | 57.72 | 59.90 | 54.58 | 57.26 | 56.79 | 57.02 | 58.62 | 75.71 | 57.69 | 58.19 | 56.57 | 58.24 | 56.28 | 58.34 | 57.57 | 57.69 | 57.50 |
| 182 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 58.95 | 58.49 | 58.43 | 57.29 | 62.94 | 56.31 | 74.61 | 57.13 | 57.65 | 58.02 | 57.11 | 56.87 | 75.83 | 56.94 | 57.89 | 56.90 | 57.39 | 49.37 | 56.95 | 56.63 | 58.83 | 56.65 | 57.86 | 57.07 | 56.43 |
| 183 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.82 | 59.65 | 74.20 | 58.13 | 58.85 | 55.84 | 72.81 | 58.03 | 57.55 | 74.90 | 74.84 | 75.56 | 74.39 | 56.37 | 58.31 | 75.55 | 56.94 | 75.17 | 56.80 | 59.31 | 60.22 | 58.36 | 56.88 | 58.19 | 58.22 |
| 200 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.94 | 72.70 | 57.75 | 59.26 | 58.88 | 54.48 | 58.32 | 56.79 | 58.84 | 57.53 | 56.92 | 57.30 | 68.40 | 57.21 | 57.07 | 76.15 | 56.76 | 57.59 | 56.08 | 58.18 | 57.80 | 56.99 | 56.86 | 57.16 | 56.39 |
| 201 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.10 | 59.78 | 58.83 | 58.71 | 59.51 | 57.47 | 73.67 | 76.09 | 58.51 | 57.80 | 76.24 | 58.18 | 69.50 | 57.20 | 58.55 | 75.18 | 55.86 | 57.23 | 57.10 | 57.14 | 58.72 | 56.33 | 57.56 | 57.09 | 56.10 |
| 202 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 75.05 | 75.39 | 74.42 | 58.94 | 58.19 | 76.16 | 75.65 | 57.77 | 73.79 | 58.11 | 69.89 | 56.67 | 75.92 | 57.66 | 58.33 | 75.18 | 56.84 | 58.44 | 76.47 | 57.25 | 57.88 | 76.51 | 56.92 | 57.96 | 57.42 |
| 203 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.50 | 59.49 | 59.06 | 58.17 | 58.98 | 70.42 | 73.58 | 58.27 | 59.78 | 58.87 | 58.09 | 76.29 | 75.48 | 58.00 | 59.12 | 57.61 | 58.00 | 75.53 | 57.64 | 58.90 | 57.33 | 57.32 | 57.46 | 57.84 | 56.92 |
| 220 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 74.15 | 59.19 | 58.38 | 57.52 | 73.14 | 56.64 | 49.17 | 57.68 | 58.35 | 57.52 | 57.91 | 57.16 | 75.11 | 57.40 | 59.21 | 66.70 | 56.78 | 75.71 | 57.26 | 57.70 | 58.07 | 57.49 | 57.56 | 56.90 | 56.92 |
| 221 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.90 | 59.22 | 57.98 | 58.88 | 74.00 | 56.79 | 73.88 | 57.71 | 75.54 | 56.96 | 75.09 | 77.37 | 76.11 | 57.77 | 58.74 | 76.70 | 56.90 | 57.00 | 57.26 | 56.98 | 57.73 | 57.74 | 56.45 | 57.30 | 56.95 |
| 222 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.93 | 57.87 | 75.47 | 58.96 | 57.75 | 55.73 | 89.82 | 57.32 | 75.46 | 74.54 | 76.19 | 69.57 | 75.60 | 56.88 | 58.34 | 76.34 | 56.81 | 76.39 | 76.71 | 58.03 | 57.99 | 56.60 | 56.71 | 57.30 | 55.77 |
| 223 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 75.10 | 58.90 | 58.77 | 59.21 | 59.25 | 56.32 | 74.97 | 76.42 | 58.63 | 67.01 | 56.40 | 58.00 | 75.57 | 57.02 | 58.01 | 58.00 | 57.53 | 67.30 | 69.62 | 56.82 | 57.84 | 57.71 | 56.93 | 56.45 | 56.87 |
| 240 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.85 | 59.49 | 58.33 | 58.94 | 58.60 | 73.26 | 57.37 | 56.70 | 59.38 | 55.75 | 54.74 | 55.69 | 57.49 | 56.19 | 57.25 | 75.29 | 56.42 | 55.37 | 55.21 | 56.92 | 57.87 | 57.51 | 56.18 | 57.35 | 57.21 |
| 241 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.09 | 58.30 | 58.32 | 58.64 | 49.97 | 53.49 | 72.59 | 56.73 | 88.85 | 58.72 | 70.34 | 55.60 | 56.49 | 56.24 | 56.40 | 56.55 | 56.72 | 74.76 | 74.89 | 57.89 | 56.10 | 57.55 | 56.99 | 56.63 | 55.48 |
| 242 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 50.99 | 56.88 | 56.02 | 58.51 | 50.54 | 57.53 | 58.68 | 58.01 | 75.64 | 56.88 | 57.50 | 56.67 | 57.29 | 56.23 | 58.38 | 56.56 | 55.96 | 57.25 | 55.56 | 57.58 | 56.09 | 57.54 | 57.31 | 57.12 | 57.01 |
| 243 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 59.15 | 59.03 | 59.30 | 59.71 | 74.22 | 57.91 | 63.85 | 57.92 | 75.28 | 50.37 | 76.46 | 57.29 | 75.83 | 57.63 | 57.86 | 57.57 | 50.03 | 56.94 | 57.74 | 58.48 | 57.89 | 57.73 | 56.20 | 57.43 | 58.03 |
| 260 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 50.58 | 73.28 | 49.84 | 59.14 | 57.86 | 56.70 | 73.87 | 58.74 | 58.95 | 58.55 | 74.97 | 70.04 | 74.34 | 87.89 | 57.98 | 74.91 | 57.83 | 57.61 | 50.00 | 49.17 | 57.36 | 57.03 | 56.38 | 57.78 | 57.32 |
| 261 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.81 | 74.97 | 58.52 | 59.29 | 58.28 | 57.81 | 59.56 | 58.45 | 75.11 | 58.39 | 57.01 | 57.75 | 75.94 | 57.12 | 56.69 | 75.49 | 57.95 | 75.63 | 55.34 | 58.89 | 58.47 | 58.19 | 57.36 | 55.95 | 56.65 |
| 262 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.54 | 58.39 | 73.74 | 58.46 | 57.49 | 57.26 | 74.19 | 57.60 | 89.19 | 59.10 | 57.50 | 55.68 | 75.56 | 57.86 | 57.87 | 90.60 | 57.11 | 57.32 | 55.77 | 56.81 | 58.81 | 57.77 | 56.51 | 57.19 | 57.04 |
| 263 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 71.29 | 58.29 | 74.00 | 58.37 | 57.90 | 57.20 | 90.75 | 57.64 | 74.53 | 57.47 | 76.56 | 57.44 | 67.44 | 76.18 | 58.19 | 75.48 | 56.65 | 75.73 | 76.36 | 56.69 | 57.82 | 56.73 | 56.57 | 56.83 | 58.17 |
| 280 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.13 | 74.08 | 74.13 | 58.54 | 73.58 | 74.17 | 74.74 | 75.67 | 56.63 | 76.73 | 49.88 | 55.55 | 75.28 | 57.27 | 56.60 | 67.51 | 57.05 | 57.46 | 56.55 | 56.96 | 55.97 | 57.27 | 57.16 | 56.52 | 56.26 |
| 281 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.17 | 58.99 | 74.62 | 75.76 | 58.51 | 76.71 | 59.35 | 57.69 | 74.46 | 58.58 | 57.81 | 89.19 | 46.80 | 58.95 | 58.16 | 87.01 | 56.70 | 75.57 | 73.76 | 58.24 | 58.11 | 57.20 | 57.33 | 57.86 | 57.10 |
| 282 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.97 | 59.25 | 49.95 | 75.50 | 58.40 | 55.23 | 74.91 | 58.10 | 58.96 | 75.98 | 77.08 | 56.09 | 75.82 | 56.91 | 56.93 | 57.99 | 58.35 | 75.55 | 77.01 | 57.00 | 57.99 | 56.91 | 46.38 | 57.25 | 57.17 |
| 283 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 50.55 | 59.61 | 59.09 | 58.51 | 75.09 | 57.43 | 74.52 | 57.86 | 59.09 | 59.24 | 75.98 | 57.21 | 75.36 | 57.53 | 57.13 | 57.71 | 57.80 | 57.56 | 70.92 | 57.43 | 57.99 | 56.36 | 56.94 | 58.07 | 42.64 |
| 300 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 58.46 | 59.63 | 50.13 | 58.38 | 57.26 | 54.34 | 58.10 | 58.25 | 76.14 | 56.57 | 53.30 | 54.04 | 75.40 | 57.31 | 58.22 | 54.71 | 56.98 | 58.09 | 53.99 | 56.66 | 58.08 | 58.25 | 56.75 | 57.08 | 55.77 |
| 301 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 58.08 | 58.04 | 58.54 | 58.49 | 72.96 | 57.10 | 79.23 | 56.89 | 72.14 | 57.45 | 74.77 | 57.50 | 75.68 | 57.22 | 57.57 | 74.68 | 56.81 | 58.11 | 75.25 | 59.15 | 57.23 | 56.62 | 56.59 | 55.95 | 57.68 |
| 302 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.50 | 56.89 | 74.51 | 57.67 | 57.82 | 76.25 | 74.03 | 75.48 | 57.05 | 75.89 | 55.88 | 56.81 | 84.14 | 57.49 | 57.36 | 59.81 | 56.66 | 58.89 | 55.51 | 57.70 | 57.23 | 57.33 | 56.64 | 57.88 | 56.51 |
| 303 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.79 | 57.31 | 58.19 | 57.66 | 60.56 | 57.04 | 74.02 | 57.30 | 57.91 | 58.71 | 57.48 | 55.69 | 49.89 | 56.45 | 58.67 | 68.49 | 57.09 | 68.07 | 55.88 | 57.64 | 58.35 | 88.47 | 57.12 | 55.27 | 58.57 |
| 320 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.27 | 49.17 | 59.47 | 58.68 | 57.38 | 57.01 | 49.17 | 57.62 | 58.24 | 74.23 | 57.63 | 55.78 | 74.04 | 68.54 | 57.47 | 57.73 | 56.77 | 57.62 | 55.83 | 58.00 | 57.11 | 57.76 | 58.05 | 57.56 | 56.55 |
| 321 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.96 | 57.69 | 57.91 | 57.78 | 49.88 | 73.56 | 74.52 | 58.27 | 58.40 | 58.42 | 57.75 | 56.63 | 75.62 | 57.53 | 75.03 | 57.46 | 56.83 | 74.41 | 76.83 | 57.28 | 57.20 | 56.67 | 57.56 | 56.51 | 57.18 |
| 322 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.41 | 59.01 | 73.73 | 58.61 | 58.74 | 57.33 | 85.14 | 57.78 | 70.45 | 58.48 | 55.38 | 56.59 | 76.07 | 56.33 | 57.69 | 77.26 | 45.65 | 56.97 | 50.93 | 56.59 | 56.57 | 57.63 | 57.32 | 57.18 | 57.35 |
| 323 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 59.34 | 58.35 | 57.96 | 58.42 | 58.44 | 56.16 | 74.76 | 57.65 | 73.82 | 74.91 | 50.00 | 58.38 | 75.70 | 76.53 | 57.70 | 75.27 | 68.82 | 57.77 | 56.76 | 56.84 | 56.97 | 57.35 | 56.25 | 57.57 | 56.49 |
| 340 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.35 | 59.25 | 73.44 | 58.33 | 59.47 | 58.34 | 73.86 | 58.67 | 57.26 | 58.04 | 76.72 | 56.76 | 75.48 | 57.07 | 57.09 | 75.57 | 57.72 | 75.56 | 70.04 | 46.13 | 58.42 | 58.07 | 56.87 | 57.66 | 57.56 |
| 341 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.05 | 59.40 | 74.03 | 59.17 | 73.92 | 55.87 | 74.74 | 59.19 | 56.89 | 58.08 | 56.80 | 56.14 | 75.83 | 75.82 | 58.61 | 57.68 | 57.61 | 57.96 | 57.04 | 57.99 | 57.37 | 56.65 | 57.05 | 56.51 | 57.02 |
| 342 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.42 | 58.17 | 59.30 | 58.93 | 59.48 | 76.16 | 74.03 | 57.76 | 75.17 | 68.72 | 76.21 | 57.78 | 76.52 | 57.16 | 57.20 | 57.49 | 57.15 | 57.60 | 57.26 | 56.15 | 57.22 | 57.13 | 57.51 | 56.76 | 56.55 |
| 343 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 75.23 | 57.59 | 50.00 | 57.91 | 74.69 | 57.70 | 89.04 | 57.69 | 56.72 | 56.24 | 76.66 | 76.06 | 57.08 | 56.90 | 57.52 | 49.76 | 76.54 | 56.78 | 70.96 | 57.29 | 56.57 | 56.74 | 56.95 | 56.08 | 55.69 |
| 360 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.59 | 57.82 | 69.36 | 58.90 | 58.16 | 68.82 | 74.19 | 57.17 | 67.89 | 57.48 | 57.26 | 57.26 | 57.69 | 43.19 | 58.57 | 57.70 | 67.94 | 46.47 | 75.46 | 56.82 | 56.99 | 75.90 | 57.64 | 46.91 | 57.44 |
| 361 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.48 | 57.98 | 59.10 | 68.37 | 58.12 | 75.85 | 74.69 | 57.03 | 57.17 | 57.91 | 69.71 | 68.69 | 75.86 | 46.64 | 58.53 | 74.79 | 59.43 | 57.36 | 57.50 | 55.63 | 45.87 | 75.32 | 57.06 | 56.18 | 57.29 |
| 362 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.81 | 58.01 | 57.44 | 58.05 | 57.57 | 75.60 | 68.99 | 48.42 | 75.15 | 57.47 | 76.45 | 57.03 | 76.27 | 45.36 | 57.46 | 68.64 | 46.27 | 74.91 | 57.04 | 58.03 | 56.90 | 76.06 | 56.62 | 56.64 | 56.26 |
| 363 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.68 | 59.53 | 59.44 | 58.42 | 58.40 | 58.18 | 67.55 | 58.42 | 69.09 | 57.20 | 75.80 | 57.35 | 68.69 | 75.02 | 58.44 | 75.18 | 58.01 | 58.95 | 57.97 | 57.17 | 58.37 | 57.75 | 58.67 | 57.81 | 57.00 |
| 380 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.59 | 70.66 | 57.72 | 59.12 | 59.88 | 58.34 | 67.67 | 57.85 | 58.60 | 69.25 | 58.16 | 58.18 | 75.34 | 58.04 | 59.51 | 67.70 | 74.64 | 47.12 | 76.05 | 57.08 | 57.61 | 57.39 | 58.10 | 75.81 | 57.82 |
| 381 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 68.92 | 58.15 | 57.91 | 58.68 | 58.09 | 75.23 | 75.46 | 57.21 | 56.86 | 68.13 | 57.26 | 55.58 | 75.02 | 68.54 | 56.35 | 75.09 | 56.91 | 75.57 | 69.71 | 46.46 | 55.62 | 46.71 | 57.32 | 44.58 | 55.94 |
| 382 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.84 | 58.92 | 57.24 | 58.35 | 58.20 | 57.62 | 74.64 | 57.46 | 68.06 | 58.09 | 56.75 | 56.98 | 68.38 | 57.09 | 58.37 | 74.74 | 51.70 | 66.79 | 76.32 | 57.13 | 56.75 | 56.50 | 56.48 | 57.55 | 56.42 |
| 383 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 57.84 | 57.81 | 69.00 | 58.70 | 58.45 | 57.48 | 67.20 | 57.72 | 57.56 | 57.64 | 56.38 | 57.75 | 74.11 | 58.12 | 58.24 | 68.58 | 56.88 | 74.21 | 76.01 | 56.75 | 57.60 | 45.22 | 56.98 | 57.93 | 57.46 |
| 400 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 58.21 | 58.53 | 59.51 | 58.69 | 58.46 | 54.52 | 60.32 | 48.29 | 67.87 | 57.75 | 75.71 | 69.01 | 76.52 | 57.64 | 58.73 | 70.02 | 47.02 | 67.95 | 58.00 | 56.04 | 44.01 | 75.70 | 58.29 | 43.32 | 59.01 |
| 401 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.40 | 58.36 | 58.37 | 58.48 | 58.88 | 69.40 | 48.67 | 58.06 | 68.50 | 57.16 | 76.45 | 58.34 | 67.60 | 58.54 | 59.33 | 74.55 | 57.39 | 56.47 | 57.28 | 55.76 | 56.36 | 44.65 | 45.48 | 55.84 | 56.32 |
| 402 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.29 | 58.86 | 57.88 | 59.01 | 58.28 | 70.07 | 59.34 | 57.14 | 67.50 | 68.84 | 57.11 | 57.98 | 75.36 | 57.41 | 59.21 | 74.75 | 58.07 | 56.24 | 58.11 | 58.28 | 56.58 | 57.25 | 57.61 | 58.61 | 58.03 |
| 403 | 372 | 8 | 0.01 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 72.69 | 58.38 | 58.46 | 58.26 | 68.36 | 57.72 | 75.03 | 57.28 | 56.30 | 68.52 | 57.20 | 57.70 | 75.30 | 57.14 | 58.06 | 58.28 | 57.12 | 58.27 | 56.47 | 56.68 | 56.52 | 44.24 | 56.48 | 57.49 | 55.30 |
| 420 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.73 | 58.58 | 58.37 | 58.41 | 58.33 | 68.21 | 68.78 | 57.92 | 75.49 | 56.31 | 76.70 | 57.29 | 74.52 | 56.92 | 58.59 | 74.66 | 57.75 | 76.03 | 68.88 | 56.15 | 55.46 | 56.01 | 56.27 | 56.31 | 56.43 |
| 421 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.89 | 58.59 | 58.04 | 58.69 | 58.82 | 69.79 | 67.19 | 58.10 | 66.91 | 57.70 | 70.00 | 57.92 | 58.61 | 58.38 | 58.15 | 75.00 | 74.89 | 74.84 | 76.31 | 58.19 | 57.58 | 75.79 | 57.27 | 57.75 | 43.39 |
| 422 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.93 | 57.73 | 58.04 | 58.09 | 58.56 | 76.31 | 68.50 | 57.64 | 75.31 | 56.65 | 54.25 | 70.19 | 75.39 | 75.35 | 58.48 | 74.01 | 56.76 | 56.18 | 56.11 | 56.09 | 57.19 | 57.50 | 55.40 | 56.62 | 55.85 |
| 423 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.49 | 58.55 | 68.90 | 58.60 | 57.90 | 58.03 | 73.71 | 58.47 | 67.01 | 58.67 | 58.28 | 74.98 | 74.58 | 57.94 | 58.52 | 57.77 | 58.68 | 68.65 | 56.57 | 57.60 | 56.24 | 45.39 | 57.77 | 57.74 | 57.69 |
| 440 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.27 | 67.02 | 68.19 | 68.87 | 58.69 | 69.10 | 67.67 | 56.92 | 57.91 | 58.60 | 57.62 | 68.46 | 69.06 | 45.48 | 58.10 | 75.61 | 69.50 | 57.57 | 57.53 | 90.66 | 56.34 | 55.70 | 55.93 | 56.27 | 77.10 |
| 441 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.72 | 58.68 | 69.13 | 69.02 | 59.34 | 58.20 | 59.48 | 59.53 | 57.81 | 68.62 | 57.88 | 58.25 | 74.32 | 69.17 | 58.62 | 68.43 | 90.09 | 69.84 | 57.87 | 58.68 | 56.47 | 75.61 | 57.44 | 58.19 | 57.39 |
| 442 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.94 | 58.51 | 58.98 | 59.58 | 68.38 | 57.63 | 67.34 | 59.60 | 58.59 | 68.46 | 68.73 | 70.38 | 68.92 | 74.68 | 58.43 | 75.24 | 57.98 | 74.22 | 58.05 | 57.16 | 56.81 | 69.10 | 44.67 | 58.01 | 56.11 |
| 443 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.89 | 58.62 | 58.57 | 58.57 | 58.23 | 68.98 | 67.89 | 58.52 | 57.86 | 57.21 | 75.65 | 58.80 | 50.25 | 57.91 | 58.39 | 70.06 | 57.96 | 75.10 | 58.49 | 57.21 | 58.70 | 45.61 | 57.30 | 44.05 | 59.19 |
| 460 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.83 | 58.06 | 67.62 | 58.14 | 58.42 | 69.54 | 74.29 | 67.15 | 75.17 | 56.67 | 75.24 | 68.41 | 69.05 | 57.37 | 58.10 | 75.04 | 68.74 | 68.29 | 69.67 | 56.49 | 56.27 | 58.18 | 56.90 | 57.95 | 43.91 |
| 461 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.39 | 58.04 | 58.18 | 58.79 | 58.49 | 75.86 | 75.42 | 56.61 | 57.07 | 68.53 | 57.54 | 58.09 | 57.33 | 58.88 | 58.29 | 70.20 | 57.60 | 67.23 | 57.01 | 44.14 | 46.18 | 44.93 | 56.96 | 56.95 | 57.48 |
| 462 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.42 | 58.23 | 58.22 | 59.06 | 58.31 | 58.99 | 68.69 | 57.94 | 57.91 | 67.70 | 58.19 | 57.68 | 69.98 | 67.83 | 58.76 | 67.59 | 69.70 | 58.17 | 57.95 | 57.03 | 57.75 | 76.00 | 57.79 | 58.53 | 47.21 |
| 463 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 59.91 | 58.16 | 58.85 | 58.35 | 59.02 | 76.34 | 69.06 | 58.79 | 56.93 | 56.17 | 57.72 | 57.61 | 69.38 | 45.69 | 58.08 | 69.36 | 46.60 | 58.09 | 57.10 | 57.47 | 44.27 | 57.08 | 56.53 | 57.59 | 56.93 |
| 480 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.56 | 57.94 | 56.13 | 57.87 | 57.78 | 57.25 | 73.50 | 53.80 | 68.35 | 57.43 | 76.01 | 58.00 | 75.73 | 57.04 | 58.20 | 69.44 | 75.60 | 76.21 | 68.36 | 56.66 | 55.54 | 57.52 | 57.10 | 57.83 | 57.33 |
| 481 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 67.86 | 58.55 | 58.20 | 68.60 | 58.28 | 57.27 | 73.40 | 49.46 | 57.44 | 57.19 | 75.87 | 77.53 | 67.04 | 47.80 | 57.36 | 76.07 | 57.65 | 52.86 | 76.07 | 56.14 | 57.19 | 55.81 | 57.19 | 55.78 | 57.37 |
| 482 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 75.22 | 58.10 | 68.34 | 58.48 | 58.35 | 56.80 | 75.09 | 66.66 | 49.45 | 53.11 | 76.02 | 76.46 | 68.75 | 56.71 | 58.22 | 52.92 | 56.73 | 57.48 | 76.31 | 45.55 | 55.73 | 76.48 | 55.88 | 57.19 | 55.74 |
| 483 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.51 | 67.66 | 58.57 | 59.50 | 59.14 | 58.20 | 74.60 | 51.37 | 69.19 | 74.84 | 66.10 | 57.44 | 67.65 | 58.27 | 58.13 | 58.38 | 58.27 | 57.37 | 58.00 | 57.78 | 47.06 | 76.11 | 56.97 | 56.86 | 57.74 |
| 500 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.71 | 59.32 | 58.70 | 58.54 | 58.85 | 58.28 | 67.88 | 57.83 | 68.28 | 57.68 | 69.32 | 68.12 | 74.75 | 70.22 | 58.54 | 70.18 | 58.00 | 57.96 | 57.41 | 57.23 | 45.24 | 76.11 | 56.42 | 56.96 | 57.32 |
| 501 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.30 | 68.25 | 57.97 | 58.56 | 57.93 | 67.78 | 59.01 | 57.65 | 67.76 | 57.22 | 57.99 | 76.28 | 70.30 | 47.41 | 59.61 | 75.47 | 70.08 | 74.43 | 75.54 | 46.55 | 56.71 | 75.99 | 57.81 | 57.58 | 57.89 |
| 502 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.46 | 58.34 | 67.04 | 59.01 | 58.88 | 55.92 | 73.59 | 58.67 | 58.34 | 58.83 | 58.61 | 58.49 | 68.78 | 58.82 | 58.60 | 75.82 | 58.04 | 74.99 | 69.48 | 57.71 | 57.29 | 75.21 | 57.37 | 57.78 | 54.66 |
| 503 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.34 | 58.01 | 58.40 | 58.02 | 58.04 | 75.67 | 67.59 | 57.66 | 58.60 | 68.51 | 69.02 | 70.67 | 89.91 | 69.82 | 46.53 | 69.94 | 68.25 | 67.63 | 57.26 | 56.76 | 57.03 | 76.98 | 70.23 | 57.93 | 55.77 |
| 520 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.44 | 58.70 | 59.18 | 59.16 | 58.34 | 58.03 | 74.06 | 57.45 | 57.39 | 58.26 | 76.13 | 58.58 | 74.95 | 57.48 | 59.22 | 74.59 | 51.82 | 68.71 | 68.75 | 57.46 | 55.75 | 57.88 | 56.56 | 57.37 | 56.74 |
| 521 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 69.47 | 58.80 | 58.12 | 58.48 | 60.19 | 58.62 | 67.28 | 57.73 | 57.22 | 57.89 | 58.77 | 56.81 | 75.65 | 57.27 | 58.32 | 75.30 | 57.14 | 68.90 | 57.20 | 57.21 | 57.26 | 74.79 | 57.08 | 46.76 | 45.09 |
| 522 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 68.79 | 58.13 | 58.31 | 58.26 | 58.65 | 58.49 | 73.74 | 57.27 | 48.35 | 57.54 | 57.84 | 58.19 | 68.72 | 59.01 | 57.48 | 74.81 | 57.37 | 57.26 | 58.36 | 56.97 | 59.37 | 56.80 | 57.46 | 58.35 | 57.18 |
| 523 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 58.55 | 58.80 | 59.01 | 58.94 | 58.44 | 76.47 | 74.35 | 67.96 | 57.43 | 68.35 | 57.50 | 57.59 | 75.40 | 57.32 | 58.41 | 68.85 | 59.00 | 59.68 | 68.93 | 57.02 | 56.64 | 56.15 | 56.82 | 57.21 | 57.27 |
| 540 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 59.27 | 75.60 | 57.87 | 57.94 | 67.80 | 57.26 | 75.52 | 58.92 | 68.32 | 67.97 | 57.27 | 53.07 | 65.91 | 57.76 | 57.93 | 75.77 | 75.35 | 47.79 | 76.37 | 57.01 | 55.85 | 47.19 | 56.99 | 58.07 | 57.52 |
| 541 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 59.01 | 58.65 | 58.35 | 58.50 | 67.12 | 68.51 | 67.69 | 46.71 | 68.07 | 58.12 | 57.60 | 57.34 | 44.50 | 58.34 | 57.61 | 56.52 | 74.83 | 57.11 | 58.00 | 57.54 | 57.49 | 46.22 | 56.79 | 45.34 | 56.77 |
| 542 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.11 | 58.45 | 58.52 | 58.58 | 59.23 | 70.06 | 74.77 | 58.25 | 58.29 | 58.41 | 58.00 | 57.50 | 75.15 | 47.11 | 58.75 | 75.48 | 58.73 | 57.38 | 57.83 | 57.09 | 55.86 | 76.36 | 57.11 | 57.55 | 58.08 |
| 543 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.30 | 58.82 | 57.30 | 58.94 | 67.00 | 57.30 | 58.05 | 48.20 | 58.61 | 67.57 | 57.01 | 75.97 | 75.33 | 57.28 | 58.32 | 58.76 | 45.35 | 57.66 | 69.42 | 48.40 | 56.07 | 47.84 | 57.26 | 69.35 | 56.81 |
| 560 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 69.03 | 58.55 | 57.79 | 68.66 | 67.79 | 76.41 | 74.89 | 58.20 | 58.01 | 57.47 | 76.45 | 71.05 | 76.40 | 57.83 | 57.87 | 57.91 | 55.97 | 74.38 | 90.43 | 57.31 | 45.00 | 76.24 | 55.96 | 56.47 | 56.40 |
| 561 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.80 | 69.47 | 69.36 | 58.24 | 58.43 | 69.19 | 74.63 | 57.83 | 58.15 | 57.40 | 69.03 | 56.82 | 75.17 | 69.85 | 59.33 | 74.74 | 47.62 | 74.35 | 75.94 | 48.41 | 56.81 | 76.71 | 45.75 | 44.92 | 57.18 |
| 562 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 60.03 | 58.79 | 58.97 | 59.87 | 58.21 | 76.05 | 68.00 | 58.06 | 69.22 | 56.29 | 76.07 | 58.09 | 68.40 | 74.63 | 57.73 | 57.79 | 57.63 | 75.79 | 76.74 | 57.22 | 46.95 | 76.05 | 56.98 | 56.86 | 56.90 |
| 563 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 58.91 | 69.02 | 57.53 | 58.20 | 44.35 | 57.99 | 67.06 | 57.50 | 57.83 | 58.28 | 76.67 | 56.44 | 68.64 | 74.66 | 57.93 | 71.20 | 57.86 | 68.53 | 55.06 | 56.87 | 56.03 | 75.31 | 56.81 | 56.68 | 56.13 |
| 580 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 74.62 | 58.73 | 57.99 | 58.23 | 58.55 | 75.91 | 59.45 | 56.01 | 69.90 | 66.97 | 55.48 | 69.56 | 74.71 | 57.66 | 57.74 | 75.63 | 57.59 | 57.87 | 68.91 | 56.95 | 56.84 | 45.95 | 57.63 | 56.99 | 56.54 |
| 581 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 68.16 | 58.69 | 58.31 | 68.59 | 58.05 | 56.20 | 70.11 | 58.63 | 57.83 | 57.61 | 76.39 | 75.64 | 75.44 | 49.46 | 57.64 | 73.88 | 69.03 | 68.78 | 57.76 | 57.43 | 56.64 | 74.45 | 56.96 | 57.29 | 45.78 |
| 582 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 60.51 | 69.76 | 68.26 | 58.64 | 58.52 | 69.28 | 68.74 | 58.12 | 48.13 | 57.73 | 57.45 | 57.27 | 74.99 | 68.89 | 58.39 | 66.94 | 58.82 | 74.49 | 56.85 | 45.99 | 57.69 | 57.71 | 57.38 | 57.85 | 55.84 |
| 583 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 58.80 | 60.18 | 57.84 | 59.25 | 58.13 | 70.08 | 58.49 | 58.51 | 57.91 | 68.44 | 57.12 | 57.42 | 73.95 | 58.31 | 58.09 | 69.23 | 58.22 | 57.73 | 76.26 | 56.73 | 57.82 | 46.26 | 56.26 | 47.22 | 57.24 |
| 600 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.86 | 58.70 | 68.21 | 58.32 | 58.71 | 57.45 | 68.96 | 49.72 | 57.48 | 68.07 | 76.60 | 75.45 | 75.12 | 48.50 | 58.03 | 75.79 | 58.51 | 56.90 | 76.65 | 46.38 | 57.71 | 56.25 | 57.20 | 57.57 | 46.87 |
| 601 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.50 | 66.20 | 59.10 | 45.69 | 67.02 | 68.78 | 74.78 | 47.27 | 58.75 | 57.63 | 76.65 | 68.97 | 74.87 | 47.65 | 58.74 | 74.60 | 67.74 | 69.60 | 57.40 | 45.17 | 57.71 | 76.90 | 57.58 | 56.79 | 56.25 |
| 602 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.13 | 59.68 | 58.88 | 58.66 | 58.76 | 58.49 | 74.24 | 58.26 | 67.04 | 59.25 | 69.98 | 69.86 | 74.36 | 57.75 | 57.80 | 74.63 | 58.43 | 58.25 | 58.53 | 58.29 | 56.53 | 57.43 | 57.82 | 59.47 | 59.35 |
| 603 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.18 | 68.08 | 68.67 | 58.45 | 59.54 | 67.79 | 74.91 | 49.72 | 57.70 | 66.86 | 75.76 | 51.69 | 74.22 | 74.78 | 58.38 | 57.50 | 58.25 | 50.62 | 69.59 | 58.06 | 43.99 | 46.59 | 58.00 | 58.20 | 57.11 |
| 620 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 59.50 | 58.45 | 68.72 | 58.70 | 59.00 | 58.03 | 68.76 | 57.81 | 57.66 | 74.37 | 69.83 | 57.36 | 68.17 | 69.74 | 58.65 | 51.47 | 57.78 | 74.57 | 75.81 | 57.01 | 55.53 | 46.22 | 56.24 | 69.60 | 56.79 |
| 621 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 74.14 | 59.75 | 66.77 | 58.94 | 58.05 | 69.59 | 75.97 | 58.26 | 53.12 | 57.61 | 56.76 | 56.17 | 75.51 | 48.15 | 57.92 | 75.66 | 56.40 | 74.68 | 76.65 | 56.89 | 56.71 | 46.61 | 56.39 | 58.22 | 57.59 |
| 622 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 68.02 | 58.33 | 58.59 | 75.00 | 59.35 | 58.06 | 74.92 | 57.30 | 57.42 | 57.77 | 76.20 | 57.90 | 74.59 | 69.57 | 58.28 | 68.26 | 58.48 | 75.31 | 57.46 | 56.56 | 56.58 | 48.42 | 47.46 | 59.09 | 56.71 |
| 623 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.60 | 67.11 | 69.26 | 58.34 | 58.89 | 58.93 | 74.23 | 58.50 | 57.89 | 58.34 | 58.49 | 58.52 | 74.28 | 58.81 | 58.94 | 74.52 | 89.57 | 69.50 | 57.95 | 46.36 | 56.52 | 76.21 | 57.52 | 75.28 | 47.34 |
| 640 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 60.21 | 58.70 | 68.40 | 58.24 | 58.94 | 69.35 | 73.49 | 68.73 | 58.76 | 58.17 | 69.69 | 58.06 | 58.43 | 68.27 | 59.18 | 69.42 | 58.81 | 58.87 | 58.09 | 58.47 | 57.59 | 76.03 | 55.98 | 57.41 | 57.27 |
| 641 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 58.16 | 59.00 | 59.10 | 58.91 | 58.24 | 76.19 | 66.18 | 58.04 | 67.70 | 58.06 | 69.45 | 59.02 | 68.90 | 70.13 | 58.21 | 57.93 | 57.43 | 74.87 | 75.82 | 57.07 | 43.73 | 75.57 | 57.44 | 59.44 | 57.42 |
| 642 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 59.44 | 58.13 | 58.43 | 57.93 | 57.62 | 58.25 | 67.77 | 69.35 | 68.37 | 57.30 | 76.12 | 58.25 | 75.63 | 69.07 | 45.18 | 57.09 | 56.52 | 55.31 | 69.36 | 57.26 | 56.73 | 43.45 | 57.29 | 57.71 | 69.72 |
| 643 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 60.41 | 58.66 | 68.21 | 59.01 | 67.79 | 55.26 | 74.12 | 58.27 | 57.63 | 58.11 | 58.74 | 68.53 | 74.86 | 58.54 | 58.14 | 67.65 | 45.16 | 68.34 | 70.43 | 58.19 | 43.44 | 57.32 | 56.85 | 57.19 | 57.62 |
| 660 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 68.21 | 58.86 | 58.37 | 68.33 | 58.56 | 55.10 | 74.60 | 46.70 | 66.95 | 56.36 | 57.29 | 55.09 | 57.98 | 57.00 | 58.59 | 75.55 | 57.86 | 75.19 | 57.38 | 56.56 | 56.97 | 47.25 | 56.92 | 44.97 | 57.47 |
| 661 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 59.89 | 58.81 | 69.93 | 58.57 | 74.71 | 75.37 | 74.14 | 58.06 | 75.29 | 47.45 | 57.78 | 69.17 | 68.24 | 58.57 | 58.67 | 68.26 | 58.31 | 68.46 | 69.78 | 56.96 | 55.92 | 76.26 | 57.17 | 57.60 | 57.11 |
| 662 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.21 | 58.63 | 58.85 | 69.32 | 59.07 | 57.34 | 75.46 | 57.43 | 67.66 | 45.94 | 57.50 | 56.95 | 74.52 | 68.16 | 58.33 | 75.42 | 56.75 | 57.21 | 72.14 | 57.93 | 56.51 | 75.75 | 56.68 | 56.31 | 57.00 |
| 663 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 59.56 | 68.29 | 68.37 | 58.78 | 57.32 | 75.73 | 59.11 | 58.29 | 66.94 | 57.88 | 75.41 | 74.97 | 74.40 | 75.83 | 58.55 | 70.12 | 57.58 | 58.68 | 57.26 | 56.88 | 58.71 | 44.67 | 58.10 | 58.52 | 57.77 |
| 680 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.83 | 58.33 | 58.64 | 66.75 | 58.76 | 69.21 | 75.15 | 58.39 | 57.68 | 68.73 | 56.51 | 57.13 | 74.73 | 58.60 | 58.32 | 70.34 | 57.32 | 75.21 | 57.59 | 55.47 | 45.54 | 57.23 | 56.89 | 56.61 | 56.72 |
| 681 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.42 | 58.36 | 68.74 | 58.03 | 46.80 | 76.21 | 73.39 | 67.65 | 75.21 | 58.03 | 57.26 | 69.84 | 75.00 | 58.03 | 58.05 | 52.36 | 57.98 | 74.70 | 69.55 | 58.13 | 56.51 | 71.05 | 43.91 | 46.54 | 75.97 |
| 682 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.40 | 58.28 | 69.40 | 58.76 | 69.32 | 68.92 | 68.43 | 57.97 | 68.26 | 90.06 | 75.90 | 57.43 | 68.46 | 57.81 | 57.98 | 74.68 | 67.99 | 45.92 | 57.50 | 56.12 | 56.82 | 75.70 | 56.76 | 57.35 | 58.22 |
| 683 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 58.52 | 58.65 | 59.03 | 68.71 | 58.89 | 57.82 | 75.46 | 58.13 | 57.79 | 57.86 | 76.20 | 57.78 | 68.89 | 58.26 | 58.63 | 58.18 | 57.68 | 68.54 | 76.20 | 56.19 | 56.62 | 46.18 | 56.63 | 57.12 | 57.31 |
| 700 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 59.22 | 58.44 | 58.48 | 58.46 | 58.45 | 68.93 | 68.85 | 57.92 | 67.10 | 67.04 | 57.78 | 57.36 | 68.13 | 57.28 | 58.67 | 45.11 | 45.75 | 57.58 | 75.61 | 58.03 | 56.35 | 76.70 | 57.11 | 57.07 | 57.50 |
| 701 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.01 | 59.14 | 57.66 | 58.76 | 59.50 | 57.46 | 67.67 | 67.04 | 74.92 | 56.54 | 69.42 | 58.28 | 74.13 | 73.38 | 59.06 | 74.93 | 57.85 | 75.03 | 75.13 | 58.46 | 56.86 | 57.53 | 59.09 | 57.50 | 57.92 |
| 702 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 68.00 | 58.40 | 58.19 | 58.58 | 58.25 | 69.11 | 68.77 | 67.49 | 58.65 | 67.54 | 75.77 | 58.63 | 74.15 | 59.08 | 58.30 | 75.89 | 58.78 | 68.20 | 76.39 | 56.51 | 56.68 | 46.02 | 57.22 | 55.20 | 57.10 |
| 703 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.22 | 58.52 | 57.98 | 59.01 | 66.92 | 58.32 | 68.32 | 69.30 | 68.47 | 67.78 | 57.75 | 75.51 | 74.97 | 58.54 | 58.03 | 75.81 | 58.94 | 75.04 | 76.41 | 57.35 | 57.22 | 46.39 | 57.40 | 46.43 | 46.28 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues = []
pvalues_real = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value = stats.ttest_ind(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')
pvalues_real.append(p_value)
pvalues.append((p_value >= 0.05)*1)
dt_valid_sub['pvalues'] = pvalues_real
dt_valid_sub['sig'] = pvalues
dt_valid_sub1 = dt_valid_sub.query('sig == 1')
max_indexx = dt_valid_sub1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 540 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 65.94 | 74.85 | 64.46 | 63.96 | 67.83 | 63.70 | 74.51 | 64.49 | 69.45 | 69.52 | 64.27 | 60.23 | 67.71 | 63.22 | 63.94 | 72.75 | 73.86 | 54.26 | 74.96 | 63.71 | 63.77 | 53.88 | 64.53 | 65.90 | 64.81 |
| 600 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.20 | 65.03 | 68.73 | 64.91 | 64.66 | 64.65 | 68.39 | 55.94 | 64.45 | 69.78 | 75.33 | 74.78 | 72.58 | 54.52 | 64.80 | 73.06 | 64.86 | 64.28 | 74.88 | 55.42 | 65.56 | 64.07 | 65.09 | 64.68 | 54.57 |
| 601 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.50 | 67.69 | 65.44 | 52.75 | 65.98 | 67.66 | 73.28 | 55.02 | 64.74 | 65.27 | 74.62 | 69.27 | 73.35 | 56.35 | 63.53 | 72.88 | 68.54 | 69.44 | 63.80 | 54.12 | 64.94 | 72.86 | 64.95 | 63.63 | 64.21 |
| 602 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.37 | 66.32 | 65.51 | 65.35 | 65.56 | 64.79 | 73.12 | 65.75 | 68.82 | 66.32 | 70.23 | 69.28 | 72.35 | 64.04 | 64.01 | 73.63 | 64.80 | 64.43 | 64.52 | 65.11 | 63.24 | 66.61 | 65.01 | 65.15 | 66.12 |
| 661 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.09 | 65.58 | 69.21 | 64.82 | 74.37 | 74.20 | 73.72 | 64.78 | 73.07 | 55.81 | 64.29 | 68.21 | 69.72 | 63.93 | 63.44 | 67.78 | 63.78 | 68.13 | 68.32 | 64.88 | 64.94 | 71.84 | 65.49 | 64.67 | 64.95 |
| 662 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.41 | 65.73 | 65.72 | 68.58 | 65.10 | 64.30 | 73.42 | 64.12 | 69.27 | 54.18 | 64.65 | 63.98 | 72.61 | 68.33 | 62.73 | 74.22 | 63.07 | 63.71 | 68.80 | 63.82 | 63.54 | 72.49 | 63.49 | 62.81 | 64.94 |
| 663 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 66.49 | 67.79 | 68.85 | 65.43 | 64.98 | 74.05 | 65.56 | 64.05 | 68.36 | 65.86 | 73.90 | 75.35 | 72.74 | 73.84 | 63.48 | 69.73 | 63.83 | 64.11 | 63.32 | 63.45 | 64.62 | 52.07 | 65.35 | 65.64 | 65.05 |
| 361 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 72.93 | 64.86 | 65.64 | 69.47 | 65.16 | 74.92 | 73.32 | 64.09 | 63.66 | 64.42 | 69.05 | 66.48 | 73.70 | 53.54 | 63.90 | 73.13 | 64.90 | 64.12 | 64.31 | 63.22 | 54.73 | 72.66 | 64.96 | 64.57 | 64.04 |
| 362 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.87 | 64.11 | 64.83 | 64.10 | 64.99 | 74.92 | 69.57 | 55.44 | 72.48 | 64.58 | 75.49 | 63.35 | 72.94 | 52.17 | 62.94 | 69.16 | 52.99 | 73.69 | 63.14 | 67.05 | 63.99 | 72.18 | 63.98 | 63.43 | 64.94 |
| 363 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 65.83 | 66.10 | 65.77 | 64.81 | 65.27 | 64.69 | 68.60 | 65.38 | 68.74 | 64.41 | 74.04 | 64.31 | 69.00 | 73.54 | 64.25 | 73.02 | 63.81 | 64.61 | 64.04 | 63.06 | 65.23 | 66.00 | 65.93 | 65.25 | 65.37 |
| 420 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 65.86 | 65.04 | 66.11 | 64.81 | 65.00 | 67.09 | 70.96 | 63.57 | 74.11 | 64.42 | 75.12 | 63.52 | 73.18 | 63.56 | 63.80 | 72.83 | 64.06 | 73.64 | 68.47 | 62.68 | 63.31 | 64.35 | 63.51 | 64.04 | 64.65 |
| 421 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.29 | 64.24 | 65.36 | 65.22 | 64.82 | 69.36 | 68.04 | 64.44 | 68.73 | 65.08 | 69.33 | 63.55 | 65.82 | 63.56 | 64.45 | 74.17 | 73.82 | 74.01 | 74.24 | 66.52 | 63.96 | 71.89 | 65.35 | 64.91 | 53.18 |
| 422 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.64 | 64.70 | 65.68 | 64.36 | 65.36 | 74.82 | 69.37 | 63.58 | 73.76 | 64.13 | 61.26 | 69.14 | 73.44 | 73.44 | 64.60 | 71.00 | 63.34 | 63.62 | 63.06 | 63.92 | 65.08 | 64.33 | 63.36 | 64.15 | 63.79 |
| 480 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 64.98 | 63.97 | 63.46 | 64.37 | 65.08 | 63.81 | 72.22 | 59.25 | 69.21 | 64.93 | 75.40 | 63.85 | 72.70 | 63.81 | 62.87 | 71.62 | 73.48 | 74.17 | 68.33 | 64.41 | 63.44 | 64.36 | 64.35 | 64.78 | 64.64 |
| 482 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.77 | 64.70 | 67.94 | 64.44 | 64.94 | 63.54 | 74.27 | 68.78 | 54.85 | 61.88 | 75.63 | 75.39 | 70.34 | 63.38 | 63.95 | 60.21 | 63.46 | 63.22 | 74.12 | 53.42 | 62.49 | 72.36 | 63.24 | 64.45 | 63.46 |
| 560 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 68.16 | 65.15 | 64.90 | 68.85 | 66.66 | 75.57 | 73.25 | 64.57 | 64.90 | 63.68 | 74.72 | 68.28 | 73.75 | 63.53 | 63.36 | 63.81 | 62.72 | 73.42 | 87.59 | 63.34 | 52.73 | 72.91 | 63.36 | 63.43 | 64.34 |
| 561 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.73 | 69.20 | 68.69 | 65.42 | 64.71 | 68.80 | 73.24 | 64.25 | 64.31 | 63.58 | 67.67 | 63.21 | 72.87 | 69.04 | 64.18 | 73.11 | 54.76 | 73.83 | 74.72 | 57.29 | 64.31 | 73.89 | 52.88 | 53.19 | 64.50 |
| 562 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 65.56 | 65.83 | 65.71 | 66.07 | 64.76 | 74.51 | 68.92 | 64.06 | 69.18 | 64.49 | 74.98 | 63.66 | 69.15 | 73.06 | 63.39 | 64.67 | 63.58 | 73.33 | 74.35 | 64.01 | 55.27 | 73.39 | 64.49 | 64.06 | 64.42 |
| 620 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.03 | 65.73 | 69.95 | 65.55 | 64.81 | 64.43 | 69.07 | 65.06 | 63.96 | 73.97 | 68.86 | 63.15 | 68.61 | 70.37 | 64.11 | 57.70 | 64.30 | 73.35 | 75.53 | 63.65 | 63.62 | 52.67 | 64.59 | 69.79 | 64.24 |
| 622 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 67.88 | 65.29 | 64.34 | 74.15 | 65.85 | 64.70 | 72.86 | 63.83 | 63.88 | 64.96 | 75.23 | 63.15 | 72.64 | 69.92 | 63.42 | 69.78 | 64.07 | 72.89 | 63.82 | 64.10 | 63.94 | 58.34 | 56.42 | 64.29 | 65.43 |
| 623 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.04 | 69.66 | 68.17 | 63.95 | 65.48 | 65.55 | 73.60 | 63.78 | 63.64 | 64.52 | 63.97 | 63.96 | 73.69 | 65.12 | 63.60 | 73.73 | 85.70 | 70.32 | 63.07 | 53.88 | 64.74 | 73.33 | 64.40 | 72.85 | 57.06 |
| 681 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.06 | 65.71 | 68.28 | 64.57 | 55.00 | 74.31 | 72.35 | 68.73 | 73.28 | 63.50 | 63.82 | 66.52 | 72.78 | 63.83 | 63.55 | 58.29 | 63.57 | 73.83 | 70.09 | 64.06 | 63.63 | 68.92 | 52.63 | 53.40 | 72.89 |
| 682 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.05 | 64.93 | 68.83 | 64.18 | 67.81 | 67.08 | 68.47 | 64.18 | 68.98 | 86.99 | 74.37 | 62.61 | 69.49 | 63.71 | 62.96 | 72.73 | 67.78 | 53.71 | 63.82 | 63.86 | 64.26 | 72.44 | 65.13 | 64.32 | 64.85 |
| 380 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.75 | 68.76 | 65.01 | 65.80 | 65.71 | 63.92 | 68.85 | 63.83 | 63.83 | 70.59 | 63.54 | 63.58 | 73.38 | 63.56 | 63.27 | 69.05 | 73.26 | 54.48 | 74.27 | 63.97 | 65.09 | 64.51 | 65.48 | 72.89 | 64.82 |
| 440 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.42 | 67.51 | 68.58 | 68.66 | 65.19 | 67.74 | 68.73 | 64.54 | 65.13 | 64.23 | 62.96 | 68.15 | 69.59 | 53.73 | 63.52 | 74.15 | 68.19 | 63.54 | 65.13 | 86.39 | 63.86 | 63.43 | 63.39 | 64.96 | 73.58 |
| 441 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.99 | 64.51 | 68.31 | 69.39 | 66.07 | 64.36 | 64.93 | 64.75 | 64.72 | 69.19 | 63.97 | 64.32 | 72.34 | 69.08 | 63.34 | 68.04 | 85.95 | 69.52 | 63.69 | 64.41 | 63.41 | 71.91 | 64.75 | 65.24 | 64.60 |
| 442 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.90 | 65.04 | 65.14 | 65.09 | 66.44 | 63.35 | 67.43 | 64.93 | 65.61 | 68.95 | 67.05 | 70.21 | 70.06 | 73.04 | 64.02 | 73.51 | 63.97 | 73.08 | 63.70 | 64.68 | 63.31 | 69.36 | 52.59 | 64.35 | 64.54 |
| 501 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.34 | 69.09 | 65.03 | 65.37 | 64.27 | 67.50 | 64.73 | 64.13 | 70.38 | 64.50 | 63.22 | 74.74 | 69.20 | 53.68 | 64.84 | 72.93 | 68.97 | 72.88 | 74.90 | 54.24 | 64.83 | 74.15 | 65.24 | 64.13 | 65.16 |
| 502 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.74 | 65.20 | 67.76 | 65.63 | 65.69 | 61.71 | 73.72 | 63.98 | 65.89 | 65.80 | 64.95 | 63.84 | 68.20 | 64.02 | 63.52 | 73.82 | 63.29 | 73.30 | 69.26 | 64.08 | 64.28 | 73.29 | 64.26 | 64.74 | 62.27 |
| 503 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.20 | 64.07 | 65.22 | 65.06 | 64.55 | 74.75 | 68.86 | 63.71 | 64.69 | 69.29 | 68.15 | 68.79 | 85.84 | 69.95 | 54.39 | 71.19 | 66.52 | 68.79 | 63.27 | 63.64 | 65.18 | 73.40 | 69.85 | 64.97 | 63.89 |
| 581 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 67.55 | 65.23 | 64.87 | 66.47 | 64.54 | 62.29 | 70.37 | 64.93 | 63.72 | 63.98 | 74.35 | 75.36 | 72.84 | 55.44 | 63.36 | 72.11 | 70.21 | 70.07 | 63.61 | 64.25 | 63.75 | 71.89 | 64.49 | 64.21 | 53.53 |
| 640 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.77 | 65.78 | 69.39 | 64.75 | 65.58 | 66.63 | 71.96 | 70.24 | 65.25 | 64.69 | 69.56 | 64.05 | 64.21 | 68.29 | 64.67 | 70.90 | 63.66 | 64.27 | 63.88 | 64.74 | 63.09 | 73.00 | 64.22 | 65.33 | 65.26 |
| 641 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.23 | 65.31 | 65.37 | 65.47 | 65.08 | 75.64 | 66.69 | 63.70 | 69.70 | 64.18 | 67.33 | 64.03 | 69.52 | 71.19 | 63.15 | 63.67 | 62.87 | 73.07 | 74.35 | 63.29 | 53.75 | 73.14 | 64.97 | 65.16 | 64.59 |
| 701 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.50 | 65.12 | 64.81 | 65.54 | 64.83 | 63.06 | 68.66 | 69.64 | 74.07 | 63.63 | 69.31 | 63.74 | 72.80 | 73.62 | 64.35 | 73.57 | 62.63 | 73.25 | 74.33 | 63.99 | 63.87 | 65.73 | 64.31 | 64.84 | 64.89 |
| 702 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 68.03 | 63.77 | 64.94 | 64.12 | 64.92 | 69.46 | 68.36 | 68.06 | 64.58 | 68.97 | 75.38 | 63.44 | 72.37 | 63.13 | 64.22 | 74.86 | 62.91 | 69.69 | 75.12 | 64.19 | 64.22 | 52.88 | 64.56 | 63.72 | 63.79 |
| 703 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.59 | 64.69 | 65.13 | 65.36 | 66.85 | 64.69 | 69.58 | 68.74 | 71.19 | 68.75 | 63.14 | 75.09 | 73.12 | 63.09 | 63.90 | 73.27 | 65.58 | 73.12 | 75.01 | 64.54 | 63.91 | 53.50 | 64.97 | 54.49 | 53.90 |
| 460 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.73 | 64.43 | 67.68 | 64.38 | 64.95 | 68.22 | 72.89 | 69.99 | 74.33 | 64.26 | 74.91 | 67.84 | 68.20 | 63.43 | 64.35 | 73.03 | 69.73 | 69.07 | 69.58 | 63.01 | 63.59 | 64.84 | 64.07 | 65.28 | 52.41 |
| 520 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 73.90 | 65.07 | 65.25 | 65.53 | 64.75 | 63.42 | 72.64 | 62.61 | 63.40 | 64.76 | 75.48 | 63.60 | 72.05 | 64.38 | 63.81 | 73.58 | 57.09 | 68.28 | 68.63 | 63.71 | 64.20 | 64.92 | 64.13 | 65.46 | 64.54 |
| 523 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.54 | 64.40 | 65.55 | 65.29 | 64.94 | 75.17 | 73.30 | 70.17 | 63.93 | 69.67 | 63.32 | 63.69 | 72.90 | 63.85 | 63.62 | 69.24 | 63.15 | 64.58 | 69.22 | 64.67 | 63.20 | 65.55 | 64.41 | 64.24 | 64.54 |
| 180 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.21 | 65.40 | 64.62 | 73.47 | 63.91 | 70.51 | 72.26 | 64.24 | 64.78 | 72.22 | 71.54 | 61.81 | 71.07 | 62.35 | 64.50 | 63.49 | 72.77 | 76.90 | 62.25 | 65.21 | 64.59 | 65.61 | 65.39 | 64.74 | 63.79 |
| 183 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 71.31 | 65.48 | 72.62 | 64.13 | 65.39 | 62.74 | 70.05 | 65.45 | 65.11 | 72.35 | 72.96 | 72.46 | 73.02 | 64.71 | 63.48 | 72.23 | 64.11 | 73.28 | 64.31 | 67.40 | 66.48 | 65.29 | 65.01 | 66.24 | 65.48 |
| 241 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.61 | 65.19 | 64.73 | 64.79 | 55.50 | 60.00 | 70.96 | 64.61 | 84.96 | 65.24 | 67.06 | 63.53 | 64.30 | 63.58 | 64.43 | 63.89 | 63.56 | 72.30 | 72.39 | 66.13 | 64.15 | 65.39 | 64.65 | 64.38 | 64.36 |
| 301 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 64.23 | 64.76 | 64.50 | 66.52 | 72.30 | 64.86 | 77.57 | 65.76 | 68.83 | 64.91 | 73.25 | 64.64 | 72.58 | 64.81 | 64.83 | 72.51 | 65.09 | 66.00 | 71.58 | 66.07 | 65.06 | 63.70 | 64.90 | 64.36 | 65.80 |
| 302 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 71.42 | 64.52 | 72.25 | 64.49 | 63.77 | 74.20 | 71.82 | 72.78 | 64.67 | 73.03 | 63.91 | 63.29 | 81.15 | 64.61 | 64.60 | 59.45 | 63.56 | 66.65 | 63.81 | 65.22 | 65.95 | 64.73 | 64.28 | 67.25 | 65.22 |
| 0 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 65.08 | 71.42 | 58.92 | 72.74 | 65.45 | 56.49 | 64.43 | 65.40 | 66.53 | 73.21 | 71.77 | 42.66 | 73.21 | 64.22 | 73.58 | 64.23 | 65.05 | 65.90 | 75.61 | 66.63 | 66.89 | 67.82 | 66.01 | 65.78 | 66.67 |
| 120 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 56.17 | 66.60 | 64.36 | 65.85 | 72.33 | 42.66 | 65.28 | 63.64 | 75.14 | 64.84 | 75.06 | 61.19 | 72.67 | 63.09 | 64.56 | 73.50 | 64.26 | 62.57 | 72.35 | 66.46 | 66.59 | 65.49 | 64.90 | 65.25 | 66.97 |
| 201 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.20 | 66.25 | 65.34 | 64.63 | 64.11 | 63.63 | 73.31 | 73.92 | 65.79 | 65.06 | 73.90 | 63.20 | 69.26 | 64.28 | 63.34 | 73.28 | 62.45 | 64.79 | 64.35 | 64.63 | 65.48 | 64.54 | 66.59 | 64.59 | 65.16 |
| 202 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.26 | 73.47 | 72.45 | 65.19 | 64.95 | 74.12 | 73.17 | 65.12 | 70.32 | 65.06 | 69.70 | 63.41 | 74.21 | 65.77 | 63.75 | 72.67 | 64.28 | 65.08 | 73.35 | 63.76 | 65.38 | 72.66 | 64.51 | 65.40 | 65.19 |
| 203 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 71.79 | 64.96 | 64.96 | 64.75 | 65.54 | 69.91 | 72.78 | 65.31 | 64.96 | 64.88 | 65.00 | 73.84 | 73.71 | 63.04 | 65.17 | 63.33 | 64.32 | 71.59 | 64.57 | 64.35 | 64.58 | 64.11 | 64.70 | 64.81 | 65.81 |
| 260 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 56.08 | 72.86 | 55.33 | 66.18 | 64.65 | 64.05 | 71.89 | 65.08 | 66.22 | 65.43 | 73.58 | 73.01 | 73.12 | 84.43 | 65.57 | 72.44 | 64.99 | 64.47 | 56.01 | 42.66 | 66.50 | 64.65 | 65.34 | 64.64 | 65.36 |
| 261 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.26 | 73.30 | 65.00 | 65.68 | 64.53 | 64.04 | 66.28 | 65.58 | 72.51 | 64.60 | 64.01 | 65.06 | 74.76 | 63.39 | 65.36 | 74.11 | 65.02 | 75.23 | 63.09 | 65.55 | 65.04 | 64.52 | 65.06 | 63.87 | 64.51 |
| 262 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.65 | 65.48 | 72.02 | 65.46 | 63.65 | 65.12 | 71.78 | 65.28 | 83.88 | 65.64 | 64.32 | 62.46 | 74.80 | 64.20 | 63.73 | 85.23 | 63.52 | 64.82 | 62.34 | 64.31 | 65.55 | 65.26 | 63.57 | 64.01 | 66.24 |
| 263 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 68.48 | 64.63 | 73.25 | 64.94 | 63.47 | 64.82 | 86.60 | 65.28 | 73.76 | 63.73 | 74.89 | 64.55 | 66.42 | 72.39 | 63.74 | 73.38 | 64.55 | 74.32 | 74.22 | 63.81 | 65.19 | 63.16 | 64.15 | 64.72 | 64.08 |
| 321 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.11 | 64.35 | 64.42 | 63.57 | 56.27 | 71.79 | 71.65 | 66.68 | 65.10 | 64.88 | 64.21 | 63.67 | 74.13 | 63.81 | 73.67 | 64.46 | 62.56 | 72.82 | 75.11 | 65.02 | 65.60 | 64.45 | 66.70 | 64.59 | 64.69 |
| 322 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.52 | 66.14 | 73.06 | 64.31 | 64.83 | 64.62 | 82.16 | 65.08 | 69.61 | 64.57 | 62.85 | 64.34 | 74.50 | 63.60 | 63.27 | 74.31 | 52.05 | 64.54 | 56.14 | 64.12 | 65.76 | 64.08 | 64.33 | 64.20 | 64.78 |
| 323 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 65.35 | 66.09 | 65.14 | 64.24 | 64.37 | 63.58 | 73.23 | 65.17 | 72.36 | 72.27 | 55.79 | 65.09 | 73.93 | 74.34 | 64.70 | 73.52 | 70.05 | 64.07 | 64.05 | 64.07 | 65.31 | 64.37 | 64.84 | 63.92 | 63.69 |
| 20 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.52 | 65.61 | 69.27 | 63.90 | 73.64 | 61.75 | 73.31 | 64.06 | 73.09 | 65.52 | 73.81 | 69.21 | 84.00 | 72.82 | 65.20 | 64.46 | 62.72 | 73.55 | 55.28 | 65.74 | 65.16 | 64.41 | 64.70 | 65.76 | 64.82 |
| 21 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 66.11 | 65.31 | 55.89 | 64.21 | 64.97 | 64.02 | 71.86 | 63.68 | 73.28 | 65.03 | 74.88 | 63.10 | 73.09 | 63.63 | 64.48 | 74.70 | 64.32 | 64.20 | 69.55 | 65.09 | 64.90 | 65.83 | 63.83 | 64.16 | 65.61 |
| 22 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.98 | 62.15 | 65.28 | 65.76 | 73.15 | 62.84 | 72.09 | 64.60 | 42.66 | 64.98 | 62.78 | 63.10 | 74.21 | 64.44 | 66.27 | 74.04 | 64.20 | 73.82 | 64.17 | 65.88 | 65.81 | 64.63 | 65.57 | 63.47 | 64.38 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.81 | 65.12 | 73.46 | 64.67 | 65.20 | 74.57 | 71.46 | 64.28 | 73.10 | 64.84 | 74.66 | 62.95 | 73.63 | 63.44 | 65.33 | 75.28 | 63.43 | 63.73 | 65.04 | 64.98 | 66.47 | 64.23 | 64.54 | 63.65 | 64.53 |
| 80 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.40 | 65.42 | 65.64 | 64.36 | 71.90 | 64.27 | 73.44 | 65.18 | 42.66 | 65.02 | 83.11 | 62.97 | 72.86 | 64.34 | 42.66 | 71.89 | 66.60 | 64.57 | 62.16 | 64.96 | 65.94 | 64.11 | 65.08 | 64.89 | 64.11 |
| 81 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 64.86 | 65.75 | 73.22 | 64.25 | 64.84 | 63.71 | 73.78 | 64.05 | 65.31 | 73.21 | 73.93 | 64.23 | 85.99 | 63.18 | 64.07 | 73.23 | 62.86 | 73.73 | 64.56 | 65.46 | 53.37 | 64.36 | 63.79 | 64.94 | 63.01 |
| 141 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 42.66 | 82.49 | 64.94 | 64.09 | 63.88 | 72.86 | 72.98 | 64.53 | 64.30 | 73.51 | 74.87 | 64.76 | 74.25 | 64.11 | 42.66 | 84.67 | 42.66 | 81.63 | 64.68 | 63.80 | 64.95 | 65.17 | 65.28 | 64.78 | 64.51 |
| 142 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.65 | 64.68 | 73.29 | 64.92 | 64.32 | 62.09 | 71.97 | 65.04 | 65.01 | 64.49 | 74.62 | 69.83 | 73.45 | 73.51 | 64.09 | 74.37 | 64.11 | 63.35 | 75.27 | 65.20 | 64.28 | 63.85 | 65.20 | 65.46 | 64.57 |
| 143 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 70.61 | 64.50 | 64.76 | 65.24 | 64.95 | 84.29 | 65.10 | 65.31 | 65.73 | 64.43 | 73.99 | 63.69 | 65.18 | 64.37 | 64.86 | 64.31 | 64.50 | 74.48 | 75.12 | 65.09 | 64.72 | 64.90 | 65.12 | 63.99 | 65.10 |
| 221 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 72.97 | 64.22 | 64.38 | 64.78 | 73.80 | 64.26 | 73.32 | 65.08 | 74.60 | 64.20 | 73.06 | 74.36 | 74.36 | 63.12 | 64.27 | 75.04 | 64.46 | 64.13 | 64.46 | 64.44 | 65.24 | 64.17 | 64.47 | 64.32 | 64.90 |
| 222 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.16 | 64.36 | 72.81 | 64.52 | 64.46 | 62.48 | 82.86 | 65.02 | 72.24 | 73.94 | 74.38 | 69.21 | 74.54 | 63.39 | 63.92 | 73.34 | 62.85 | 73.46 | 74.88 | 63.78 | 65.91 | 63.25 | 64.98 | 64.45 | 63.84 |
| 223 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.41 | 64.98 | 64.97 | 65.93 | 65.23 | 62.17 | 72.78 | 74.30 | 65.59 | 67.73 | 64.25 | 63.57 | 73.68 | 63.57 | 65.32 | 64.31 | 64.00 | 66.69 | 68.72 | 64.20 | 64.37 | 64.56 | 64.23 | 65.68 | 63.92 |
| 280 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.16 | 74.14 | 73.08 | 65.77 | 73.07 | 71.05 | 72.49 | 73.62 | 63.76 | 72.62 | 56.03 | 61.01 | 74.86 | 64.16 | 64.04 | 67.23 | 63.99 | 65.05 | 63.15 | 64.33 | 64.19 | 64.71 | 65.02 | 64.06 | 64.60 |
| 281 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.66 | 66.08 | 73.17 | 73.84 | 66.02 | 75.67 | 66.37 | 64.23 | 73.11 | 65.12 | 63.80 | 87.04 | 54.46 | 66.47 | 65.39 | 82.78 | 63.71 | 75.02 | 70.92 | 65.06 | 64.66 | 64.86 | 65.93 | 64.51 | 64.46 |
| 282 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 72.93 | 64.35 | 55.89 | 73.15 | 64.62 | 61.86 | 72.66 | 65.08 | 65.30 | 73.73 | 74.11 | 62.78 | 74.09 | 64.05 | 63.31 | 63.37 | 64.87 | 72.67 | 75.79 | 64.30 | 65.98 | 65.25 | 52.40 | 64.10 | 65.31 |
| 340 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.30 | 65.95 | 72.46 | 65.03 | 65.06 | 63.42 | 72.16 | 65.99 | 65.30 | 65.33 | 74.04 | 63.08 | 74.03 | 63.16 | 63.16 | 74.20 | 64.53 | 74.35 | 69.67 | 52.84 | 66.46 | 66.30 | 65.14 | 64.23 | 64.93 |
| 341 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.56 | 65.64 | 73.29 | 64.48 | 72.68 | 62.09 | 73.69 | 65.29 | 63.44 | 64.33 | 62.73 | 62.85 | 74.87 | 74.08 | 65.50 | 63.98 | 63.47 | 65.02 | 63.86 | 65.08 | 65.37 | 63.88 | 64.82 | 64.57 | 65.36 |
| 342 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 72.93 | 64.45 | 65.17 | 64.28 | 64.33 | 75.03 | 72.47 | 64.47 | 72.38 | 69.17 | 74.80 | 64.47 | 74.04 | 63.81 | 64.63 | 64.66 | 63.89 | 64.09 | 64.13 | 62.91 | 64.75 | 64.91 | 64.72 | 64.49 | 63.59 |
| 343 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.29 | 65.09 | 55.35 | 65.79 | 73.43 | 63.74 | 86.06 | 64.45 | 63.17 | 63.52 | 74.40 | 73.01 | 63.28 | 63.36 | 65.31 | 55.53 | 74.17 | 65.02 | 71.54 | 64.39 | 63.83 | 63.56 | 64.96 | 64.47 | 64.42 |
| 40 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.95 | 64.59 | 72.88 | 64.23 | 73.35 | 74.28 | 73.79 | 62.69 | 74.34 | 63.67 | 73.73 | 63.12 | 73.42 | 62.07 | 63.64 | 73.16 | 63.73 | 63.02 | 64.31 | 65.12 | 65.38 | 62.67 | 65.52 | 64.29 | 65.09 |
| 41 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 72.94 | 73.22 | 64.88 | 42.66 | 73.49 | 65.04 | 73.60 | 64.53 | 73.78 | 73.72 | 68.60 | 61.46 | 73.27 | 64.59 | 63.42 | 80.93 | 64.76 | 64.85 | 74.87 | 64.59 | 64.63 | 64.41 | 64.47 | 64.85 | 63.49 |
| 42 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.30 | 72.50 | 65.52 | 65.06 | 68.32 | 64.57 | 73.20 | 64.25 | 72.94 | 65.56 | 74.87 | 63.43 | 73.98 | 84.03 | 64.01 | 66.02 | 65.55 | 63.57 | 64.27 | 54.98 | 52.64 | 73.16 | 63.83 | 64.00 | 65.02 |
| 43 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 72.47 | 65.24 | 71.26 | 65.53 | 73.60 | 74.25 | 55.18 | 64.93 | 65.29 | 73.60 | 63.23 | 63.56 | 74.10 | 64.68 | 64.63 | 63.61 | 63.56 | 74.21 | 75.40 | 63.99 | 64.83 | 64.41 | 65.41 | 64.13 | 63.59 |
| 100 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.15 | 63.77 | 65.21 | 65.30 | 62.66 | 69.81 | 72.22 | 73.98 | 63.93 | 64.34 | 63.44 | 60.89 | 54.62 | 63.43 | 63.94 | 69.13 | 63.55 | 82.94 | 75.30 | 63.67 | 64.08 | 65.39 | 62.92 | 64.65 | 64.34 |
| 103 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 70.88 | 64.81 | 62.83 | 42.66 | 63.92 | 63.86 | 72.05 | 65.71 | 73.72 | 65.67 | 62.76 | 63.90 | 85.08 | 62.86 | 63.66 | 74.14 | 63.23 | 73.75 | 64.24 | 63.72 | 65.44 | 63.04 | 64.32 | 63.41 | 64.54 |
| 160 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.86 | 64.30 | 65.13 | 65.81 | 64.46 | 62.01 | 73.43 | 65.12 | 69.46 | 83.78 | 74.17 | 63.55 | 85.08 | 73.07 | 65.58 | 74.62 | 64.97 | 71.95 | 68.91 | 64.47 | 66.10 | 64.41 | 63.72 | 65.30 | 64.33 |
| 161 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 72.84 | 64.71 | 66.19 | 65.62 | 65.08 | 63.93 | 75.11 | 65.69 | 72.86 | 65.54 | 64.32 | 74.40 | 73.82 | 64.56 | 64.56 | 74.09 | 64.18 | 74.21 | 63.46 | 64.65 | 64.88 | 64.87 | 65.17 | 63.70 | 63.19 |
Size of the All data: (144, 28)
Size of the Sig data: (83, 28)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params1 = dt_valid.loc[dt_valid_sub1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params = optimal_params1.reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 59.27 | 75.60 | 57.87 | 57.94 | 67.80 | 57.26 | 75.52 | 58.92 | 68.32 | 67.97 | 57.27 | 53.07 | 65.91 | 57.76 | 57.93 | 75.77 | 75.35 | 47.79 | 76.37 | 57.01 | 55.85 | 47.19 | 56.99 | 58.07 | 57.52 |
| 76 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.86 | 58.70 | 68.21 | 58.32 | 58.71 | 57.45 | 68.96 | 49.72 | 57.48 | 68.07 | 76.60 | 75.45 | 75.12 | 48.50 | 58.03 | 75.79 | 58.51 | 56.90 | 76.65 | 46.38 | 57.71 | 56.25 | 57.20 | 57.57 | 46.87 |
| 77 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.50 | 66.20 | 59.10 | 45.69 | 67.02 | 68.78 | 74.78 | 47.27 | 58.75 | 57.63 | 76.65 | 68.97 | 74.87 | 47.65 | 58.74 | 74.60 | 67.74 | 69.60 | 57.40 | 45.17 | 57.71 | 76.90 | 57.58 | 56.79 | 56.25 |
| 30 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.13 | 59.68 | 58.88 | 58.66 | 58.76 | 58.49 | 74.24 | 58.26 | 67.04 | 59.25 | 69.98 | 69.86 | 74.36 | 57.75 | 57.80 | 74.63 | 58.43 | 58.25 | 58.53 | 58.29 | 56.53 | 57.43 | 57.82 | 59.47 | 59.35 |
| 24 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 59.89 | 58.81 | 69.93 | 58.57 | 74.71 | 75.37 | 74.14 | 58.06 | 75.29 | 47.45 | 57.78 | 69.17 | 68.24 | 58.57 | 58.67 | 68.26 | 58.31 | 68.46 | 69.78 | 56.96 | 55.92 | 76.26 | 57.17 | 57.60 | 57.11 |
| 58 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.21 | 58.63 | 58.85 | 69.32 | 59.07 | 57.34 | 75.46 | 57.43 | 67.66 | 45.94 | 57.50 | 56.95 | 74.52 | 68.16 | 58.33 | 75.42 | 56.75 | 57.21 | 72.14 | 57.93 | 56.51 | 75.75 | 56.68 | 56.31 | 57.00 |
| 38 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 59.56 | 68.29 | 68.37 | 58.78 | 57.32 | 75.73 | 59.11 | 58.29 | 66.94 | 57.88 | 75.41 | 74.97 | 74.40 | 75.83 | 58.55 | 70.12 | 57.58 | 58.68 | 57.26 | 56.88 | 58.71 | 44.67 | 58.10 | 58.52 | 57.77 |
| 60 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.48 | 57.98 | 59.10 | 68.37 | 58.12 | 75.85 | 74.69 | 57.03 | 57.17 | 57.91 | 69.71 | 68.69 | 75.86 | 46.64 | 58.53 | 74.79 | 59.43 | 57.36 | 57.50 | 55.63 | 45.87 | 75.32 | 57.06 | 56.18 | 57.29 |
| 72 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.81 | 58.01 | 57.44 | 58.05 | 57.57 | 75.60 | 68.99 | 48.42 | 75.15 | 57.47 | 76.45 | 57.03 | 76.27 | 45.36 | 57.46 | 68.64 | 46.27 | 74.91 | 57.04 | 58.03 | 56.90 | 76.06 | 56.62 | 56.64 | 56.26 |
| 52 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.68 | 59.53 | 59.44 | 58.42 | 58.40 | 58.18 | 67.55 | 58.42 | 69.09 | 57.20 | 75.80 | 57.35 | 68.69 | 75.02 | 58.44 | 75.18 | 58.01 | 58.95 | 57.97 | 57.17 | 58.37 | 57.75 | 58.67 | 57.81 | 57.00 |
| 39 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.73 | 58.58 | 58.37 | 58.41 | 58.33 | 68.21 | 68.78 | 57.92 | 75.49 | 56.31 | 76.70 | 57.29 | 74.52 | 56.92 | 58.59 | 74.66 | 57.75 | 76.03 | 68.88 | 56.15 | 55.46 | 56.01 | 56.27 | 56.31 | 56.43 |
| 36 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.89 | 58.59 | 58.04 | 58.69 | 58.82 | 69.79 | 67.19 | 58.10 | 66.91 | 57.70 | 70.00 | 57.92 | 58.61 | 58.38 | 58.15 | 75.00 | 74.89 | 74.84 | 76.31 | 58.19 | 57.58 | 75.79 | 57.27 | 57.75 | 43.39 |
| 40 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.93 | 57.73 | 58.04 | 58.09 | 58.56 | 76.31 | 68.50 | 57.64 | 75.31 | 56.65 | 54.25 | 70.19 | 75.39 | 75.35 | 58.48 | 74.01 | 56.76 | 56.18 | 56.11 | 56.09 | 57.19 | 57.50 | 55.40 | 56.62 | 55.85 |
| 47 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.56 | 57.94 | 56.13 | 57.87 | 57.78 | 57.25 | 73.50 | 53.80 | 68.35 | 57.43 | 76.01 | 58.00 | 75.73 | 57.04 | 58.20 | 69.44 | 75.60 | 76.21 | 68.36 | 56.66 | 55.54 | 57.52 | 57.10 | 57.83 | 57.33 |
| 75 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 75.22 | 58.10 | 68.34 | 58.48 | 58.35 | 56.80 | 75.09 | 66.66 | 49.45 | 53.11 | 76.02 | 76.46 | 68.75 | 56.71 | 58.22 | 52.92 | 56.73 | 57.48 | 76.31 | 45.55 | 55.73 | 76.48 | 55.88 | 57.19 | 55.74 |
| 9 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 69.03 | 58.55 | 57.79 | 68.66 | 67.79 | 76.41 | 74.89 | 58.20 | 58.01 | 57.47 | 76.45 | 71.05 | 76.40 | 57.83 | 57.87 | 57.91 | 55.97 | 74.38 | 90.43 | 57.31 | 45.00 | 76.24 | 55.96 | 56.47 | 56.40 |
| 63 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.80 | 69.47 | 69.36 | 58.24 | 58.43 | 69.19 | 74.63 | 57.83 | 58.15 | 57.40 | 69.03 | 56.82 | 75.17 | 69.85 | 59.33 | 74.74 | 47.62 | 74.35 | 75.94 | 48.41 | 56.81 | 76.71 | 45.75 | 44.92 | 57.18 |
| 28 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 60.03 | 58.79 | 58.97 | 59.87 | 58.21 | 76.05 | 68.00 | 58.06 | 69.22 | 56.29 | 76.07 | 58.09 | 68.40 | 74.63 | 57.73 | 57.79 | 57.63 | 75.79 | 76.74 | 57.22 | 46.95 | 76.05 | 56.98 | 56.86 | 56.90 |
| 69 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 59.50 | 58.45 | 68.72 | 58.70 | 59.00 | 58.03 | 68.76 | 57.81 | 57.66 | 74.37 | 69.83 | 57.36 | 68.17 | 69.74 | 58.65 | 51.47 | 57.78 | 74.57 | 75.81 | 57.01 | 55.53 | 46.22 | 56.24 | 69.60 | 56.79 |
| 65 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 68.02 | 58.33 | 58.59 | 75.00 | 59.35 | 58.06 | 74.92 | 57.30 | 57.42 | 57.77 | 76.20 | 57.90 | 74.59 | 69.57 | 58.28 | 68.26 | 58.48 | 75.31 | 57.46 | 56.56 | 56.58 | 48.42 | 47.46 | 59.09 | 56.71 |
| 16 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.60 | 67.11 | 69.26 | 58.34 | 58.89 | 58.93 | 74.23 | 58.50 | 57.89 | 58.34 | 58.49 | 58.52 | 74.28 | 58.81 | 58.94 | 74.52 | 89.57 | 69.50 | 57.95 | 46.36 | 56.52 | 76.21 | 57.52 | 75.28 | 47.34 |
| 73 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.42 | 58.36 | 68.74 | 58.03 | 46.80 | 76.21 | 73.39 | 67.65 | 75.21 | 58.03 | 57.26 | 69.84 | 75.00 | 58.03 | 58.05 | 52.36 | 57.98 | 74.70 | 69.55 | 58.13 | 56.51 | 71.05 | 43.91 | 46.54 | 75.97 |
| 27 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.40 | 58.28 | 69.40 | 58.76 | 69.32 | 68.92 | 68.43 | 57.97 | 68.26 | 90.06 | 75.90 | 57.43 | 68.46 | 57.81 | 57.98 | 74.68 | 67.99 | 45.92 | 57.50 | 56.12 | 56.82 | 75.70 | 56.76 | 57.35 | 58.22 |
| 45 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.59 | 70.66 | 57.72 | 59.12 | 59.88 | 58.34 | 67.67 | 57.85 | 58.60 | 69.25 | 58.16 | 58.18 | 75.34 | 58.04 | 59.51 | 67.70 | 74.64 | 47.12 | 76.05 | 57.08 | 57.61 | 57.39 | 58.10 | 75.81 | 57.82 |
| 19 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.27 | 67.02 | 68.19 | 68.87 | 58.69 | 69.10 | 67.67 | 56.92 | 57.91 | 58.60 | 57.62 | 68.46 | 69.06 | 45.48 | 58.10 | 75.61 | 69.50 | 57.57 | 57.53 | 90.66 | 56.34 | 55.70 | 55.93 | 56.27 | 77.10 |
| 25 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.72 | 58.68 | 69.13 | 69.02 | 59.34 | 58.20 | 59.48 | 59.53 | 57.81 | 68.62 | 57.88 | 58.25 | 74.32 | 69.17 | 58.62 | 68.43 | 90.09 | 69.84 | 57.87 | 58.68 | 56.47 | 75.61 | 57.44 | 58.19 | 57.39 |
| 50 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.94 | 58.51 | 58.98 | 59.58 | 68.38 | 57.63 | 67.34 | 59.60 | 58.59 | 68.46 | 68.73 | 70.38 | 68.92 | 74.68 | 58.43 | 75.24 | 57.98 | 74.22 | 58.05 | 57.16 | 56.81 | 69.10 | 44.67 | 58.01 | 56.11 |
| 35 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.30 | 68.25 | 57.97 | 58.56 | 57.93 | 67.78 | 59.01 | 57.65 | 67.76 | 57.22 | 57.99 | 76.28 | 70.30 | 47.41 | 59.61 | 75.47 | 70.08 | 74.43 | 75.54 | 46.55 | 56.71 | 75.99 | 57.81 | 57.58 | 57.89 |
| 42 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.46 | 58.34 | 67.04 | 59.01 | 58.88 | 55.92 | 73.59 | 58.67 | 58.34 | 58.83 | 58.61 | 58.49 | 68.78 | 58.82 | 58.60 | 75.82 | 58.04 | 74.99 | 69.48 | 57.71 | 57.29 | 75.21 | 57.37 | 57.78 | 54.66 |
| 12 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.34 | 58.01 | 58.40 | 58.02 | 58.04 | 75.67 | 67.59 | 57.66 | 58.60 | 68.51 | 69.02 | 70.67 | 89.91 | 69.82 | 46.53 | 69.94 | 68.25 | 67.63 | 57.26 | 56.76 | 57.03 | 76.98 | 70.23 | 57.93 | 55.77 |
| 68 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 68.16 | 58.69 | 58.31 | 68.59 | 58.05 | 56.20 | 70.11 | 58.63 | 57.83 | 57.61 | 76.39 | 75.64 | 75.44 | 49.46 | 57.64 | 73.88 | 69.03 | 68.78 | 57.76 | 57.43 | 56.64 | 74.45 | 56.96 | 57.29 | 45.78 |
| 54 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 60.21 | 58.70 | 68.40 | 58.24 | 58.94 | 69.35 | 73.49 | 68.73 | 58.76 | 58.17 | 69.69 | 58.06 | 58.43 | 68.27 | 59.18 | 69.42 | 58.81 | 58.87 | 58.09 | 58.47 | 57.59 | 76.03 | 55.98 | 57.41 | 57.27 |
| 53 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 58.16 | 59.00 | 59.10 | 58.91 | 58.24 | 76.19 | 66.18 | 58.04 | 67.70 | 58.06 | 69.45 | 59.02 | 68.90 | 70.13 | 58.21 | 57.93 | 57.43 | 74.87 | 75.82 | 57.07 | 43.73 | 75.57 | 57.44 | 59.44 | 57.42 |
| 8 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.01 | 59.14 | 57.66 | 58.76 | 59.50 | 57.46 | 67.67 | 67.04 | 74.92 | 56.54 | 69.42 | 58.28 | 74.13 | 73.38 | 59.06 | 74.93 | 57.85 | 75.03 | 75.13 | 58.46 | 56.86 | 57.53 | 59.09 | 57.50 | 57.92 |
| 55 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 68.00 | 58.40 | 58.19 | 58.58 | 58.25 | 69.11 | 68.77 | 67.49 | 58.65 | 67.54 | 75.77 | 58.63 | 74.15 | 59.08 | 58.30 | 75.89 | 58.78 | 68.20 | 76.39 | 56.51 | 56.68 | 46.02 | 57.22 | 55.20 | 57.10 |
| 66 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.22 | 58.52 | 57.98 | 59.01 | 66.92 | 58.32 | 68.32 | 69.30 | 68.47 | 67.78 | 57.75 | 75.51 | 74.97 | 58.54 | 58.03 | 75.81 | 58.94 | 75.04 | 76.41 | 57.35 | 57.22 | 46.39 | 57.40 | 46.43 | 46.28 |
| 20 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.83 | 58.06 | 67.62 | 58.14 | 58.42 | 69.54 | 74.29 | 67.15 | 75.17 | 56.67 | 75.24 | 68.41 | 69.05 | 57.37 | 58.10 | 75.04 | 68.74 | 68.29 | 69.67 | 56.49 | 56.27 | 58.18 | 56.90 | 57.95 | 43.91 |
| 64 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.44 | 58.70 | 59.18 | 59.16 | 58.34 | 58.03 | 74.06 | 57.45 | 57.39 | 58.26 | 76.13 | 58.58 | 74.95 | 57.48 | 59.22 | 74.59 | 51.82 | 68.71 | 68.75 | 57.46 | 55.75 | 57.88 | 56.56 | 57.37 | 56.74 |
| 57 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 58.55 | 58.80 | 59.01 | 58.94 | 58.44 | 76.47 | 74.35 | 67.96 | 57.43 | 68.35 | 57.50 | 57.59 | 75.40 | 57.32 | 58.41 | 68.85 | 59.00 | 59.68 | 68.93 | 57.02 | 56.64 | 56.15 | 56.82 | 57.21 | 57.27 |
| 17 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.93 | 58.61 | 58.01 | 75.27 | 58.08 | 74.90 | 73.23 | 56.68 | 58.09 | 75.03 | 73.79 | 56.80 | 74.43 | 55.28 | 56.71 | 56.03 | 76.41 | 81.54 | 55.20 | 56.99 | 55.99 | 56.75 | 56.83 | 56.74 | 55.50 |
| 6 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.82 | 59.65 | 74.20 | 58.13 | 58.85 | 55.84 | 72.81 | 58.03 | 57.55 | 74.90 | 74.84 | 75.56 | 74.39 | 56.37 | 58.31 | 75.55 | 56.94 | 75.17 | 56.80 | 59.31 | 60.22 | 58.36 | 56.88 | 58.19 | 58.22 |
| 67 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.09 | 58.30 | 58.32 | 58.64 | 49.97 | 53.49 | 72.59 | 56.73 | 88.85 | 58.72 | 70.34 | 55.60 | 56.49 | 56.24 | 56.40 | 56.55 | 56.72 | 74.76 | 74.89 | 57.89 | 56.10 | 57.55 | 56.99 | 56.63 | 55.48 |
| 18 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 58.08 | 58.04 | 58.54 | 58.49 | 72.96 | 57.10 | 79.23 | 56.89 | 72.14 | 57.45 | 74.77 | 57.50 | 75.68 | 57.22 | 57.57 | 74.68 | 56.81 | 58.11 | 75.25 | 59.15 | 57.23 | 56.62 | 56.59 | 55.95 | 57.68 |
| 26 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.50 | 56.89 | 74.51 | 57.67 | 57.82 | 76.25 | 74.03 | 75.48 | 57.05 | 75.89 | 55.88 | 56.81 | 84.14 | 57.49 | 57.36 | 59.81 | 56.66 | 58.89 | 55.51 | 57.70 | 57.23 | 57.33 | 56.64 | 57.88 | 56.51 |
| 62 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 58.76 | 73.21 | 59.30 | 74.80 | 58.47 | 50.46 | 58.50 | 58.22 | 58.34 | 74.18 | 74.49 | 49.17 | 75.13 | 56.86 | 74.89 | 57.78 | 58.51 | 57.65 | 76.61 | 58.22 | 59.83 | 59.46 | 57.81 | 57.63 | 58.80 |
| 81 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 50.23 | 57.96 | 58.01 | 58.82 | 74.80 | 49.17 | 58.57 | 56.15 | 80.27 | 58.03 | 76.98 | 53.24 | 75.03 | 55.90 | 57.47 | 75.86 | 56.22 | 56.04 | 74.83 | 59.36 | 59.23 | 57.56 | 56.90 | 57.99 | 57.46 |
| 44 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.10 | 59.78 | 58.83 | 58.71 | 59.51 | 57.47 | 73.67 | 76.09 | 58.51 | 57.80 | 76.24 | 58.18 | 69.50 | 57.20 | 58.55 | 75.18 | 55.86 | 57.23 | 57.10 | 57.14 | 58.72 | 56.33 | 57.56 | 57.09 | 56.10 |
| 3 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 75.05 | 75.39 | 74.42 | 58.94 | 58.19 | 76.16 | 75.65 | 57.77 | 73.79 | 58.11 | 69.89 | 56.67 | 75.92 | 57.66 | 58.33 | 75.18 | 56.84 | 58.44 | 76.47 | 57.25 | 57.88 | 76.51 | 56.92 | 57.96 | 57.42 |
| 49 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.50 | 59.49 | 59.06 | 58.17 | 58.98 | 70.42 | 73.58 | 58.27 | 59.78 | 58.87 | 58.09 | 76.29 | 75.48 | 58.00 | 59.12 | 57.61 | 58.00 | 75.53 | 57.64 | 58.90 | 57.33 | 57.32 | 57.46 | 57.84 | 56.92 |
| 78 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 50.58 | 73.28 | 49.84 | 59.14 | 57.86 | 56.70 | 73.87 | 58.74 | 58.95 | 58.55 | 74.97 | 70.04 | 74.34 | 87.89 | 57.98 | 74.91 | 57.83 | 57.61 | 50.00 | 49.17 | 57.36 | 57.03 | 56.38 | 57.78 | 57.32 |
| 34 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.81 | 74.97 | 58.52 | 59.29 | 58.28 | 57.81 | 59.56 | 58.45 | 75.11 | 58.39 | 57.01 | 57.75 | 75.94 | 57.12 | 56.69 | 75.49 | 57.95 | 75.63 | 55.34 | 58.89 | 58.47 | 58.19 | 57.36 | 55.95 | 56.65 |
| 11 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.54 | 58.39 | 73.74 | 58.46 | 57.49 | 57.26 | 74.19 | 57.60 | 89.19 | 59.10 | 57.50 | 55.68 | 75.56 | 57.86 | 57.87 | 90.60 | 57.11 | 57.32 | 55.77 | 56.81 | 58.81 | 57.77 | 56.51 | 57.19 | 57.04 |
| 4 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 71.29 | 58.29 | 74.00 | 58.37 | 57.90 | 57.20 | 90.75 | 57.64 | 74.53 | 57.47 | 76.56 | 57.44 | 67.44 | 76.18 | 58.19 | 75.48 | 56.65 | 75.73 | 76.36 | 56.69 | 57.82 | 56.73 | 56.57 | 56.83 | 58.17 |
| 41 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.96 | 57.69 | 57.91 | 57.78 | 49.88 | 73.56 | 74.52 | 58.27 | 58.40 | 58.42 | 57.75 | 56.63 | 75.62 | 57.53 | 75.03 | 57.46 | 56.83 | 74.41 | 76.83 | 57.28 | 57.20 | 56.67 | 57.56 | 56.51 | 57.18 |
| 70 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 74.41 | 59.01 | 73.73 | 58.61 | 58.74 | 57.33 | 85.14 | 57.78 | 70.45 | 58.48 | 55.38 | 56.59 | 76.07 | 56.33 | 57.69 | 77.26 | 45.65 | 56.97 | 50.93 | 56.59 | 56.57 | 57.63 | 57.32 | 57.18 | 57.35 |
| 46 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 59.34 | 58.35 | 57.96 | 58.42 | 58.44 | 56.16 | 74.76 | 57.65 | 73.82 | 74.91 | 50.00 | 58.38 | 75.70 | 76.53 | 57.70 | 75.27 | 68.82 | 57.77 | 56.76 | 56.84 | 56.97 | 57.35 | 56.25 | 57.57 | 56.49 |
| 5 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.75 | 59.64 | 72.15 | 56.97 | 74.37 | 55.86 | 75.28 | 57.50 | 76.23 | 57.89 | 76.52 | 68.89 | 88.68 | 75.48 | 57.75 | 56.91 | 56.03 | 75.59 | 49.98 | 57.71 | 56.32 | 57.36 | 57.14 | 57.30 | 56.86 |
| 61 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.19 | 58.43 | 49.95 | 57.86 | 59.10 | 56.81 | 74.45 | 57.54 | 75.15 | 58.25 | 75.74 | 57.44 | 75.51 | 56.30 | 57.41 | 76.20 | 56.66 | 57.90 | 70.18 | 56.63 | 57.41 | 57.17 | 57.79 | 57.32 | 58.27 |
| 80 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.82 | 57.06 | 58.94 | 58.84 | 74.49 | 56.63 | 75.01 | 57.90 | 49.17 | 57.96 | 56.50 | 57.54 | 75.75 | 57.73 | 57.77 | 76.74 | 57.09 | 75.28 | 56.61 | 58.32 | 58.54 | 57.60 | 57.37 | 56.97 | 56.91 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 59.53 | 58.98 | 74.66 | 58.62 | 58.50 | 75.95 | 74.59 | 57.43 | 75.40 | 57.36 | 76.24 | 57.59 | 75.61 | 56.43 | 57.27 | 76.12 | 57.11 | 56.13 | 56.81 | 57.05 | 58.13 | 57.35 | 57.05 | 56.11 | 56.96 |
| 82 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.03 | 59.84 | 58.98 | 57.06 | 73.66 | 56.61 | 74.22 | 56.82 | 49.17 | 57.42 | 87.36 | 56.82 | 74.84 | 56.39 | 49.17 | 71.23 | 58.73 | 56.33 | 54.99 | 57.64 | 59.00 | 56.73 | 57.58 | 56.90 | 56.17 |
| 33 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.14 | 58.65 | 74.48 | 58.62 | 59.02 | 56.38 | 75.40 | 56.81 | 57.65 | 75.18 | 76.97 | 56.64 | 89.00 | 56.17 | 55.85 | 76.10 | 55.99 | 76.08 | 57.33 | 57.51 | 45.60 | 56.76 | 57.19 | 56.26 | 55.78 |
| 74 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 49.17 | 88.31 | 58.14 | 57.95 | 58.30 | 75.41 | 74.59 | 57.40 | 56.89 | 74.81 | 76.60 | 57.85 | 76.04 | 56.65 | 49.17 | 87.49 | 49.17 | 87.33 | 56.23 | 56.36 | 57.24 | 56.60 | 57.61 | 57.58 | 57.28 |
| 7 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.86 | 57.81 | 74.82 | 58.64 | 58.35 | 55.70 | 74.34 | 58.17 | 56.95 | 57.10 | 76.01 | 70.03 | 76.14 | 74.98 | 57.62 | 76.75 | 56.70 | 56.19 | 76.76 | 56.72 | 56.67 | 56.67 | 57.26 | 57.46 | 57.06 |
| 31 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 72.96 | 58.06 | 58.45 | 58.49 | 59.19 | 90.39 | 58.17 | 58.01 | 58.98 | 57.90 | 75.28 | 57.37 | 57.98 | 57.52 | 58.36 | 57.39 | 57.94 | 76.43 | 77.71 | 58.30 | 57.07 | 57.25 | 57.15 | 57.72 | 57.05 |
| 10 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.90 | 59.22 | 57.98 | 58.88 | 74.00 | 56.79 | 73.88 | 57.71 | 75.54 | 56.96 | 75.09 | 77.37 | 76.11 | 57.77 | 58.74 | 76.70 | 56.90 | 57.00 | 57.26 | 56.98 | 57.73 | 57.74 | 56.45 | 57.30 | 56.95 |
| 2 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.93 | 57.87 | 75.47 | 58.96 | 57.75 | 55.73 | 89.82 | 57.32 | 75.46 | 74.54 | 76.19 | 69.57 | 75.60 | 56.88 | 58.34 | 76.34 | 56.81 | 76.39 | 76.71 | 58.03 | 57.99 | 56.60 | 56.71 | 57.30 | 55.77 |
| 56 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 75.10 | 58.90 | 58.77 | 59.21 | 59.25 | 56.32 | 74.97 | 76.42 | 58.63 | 67.01 | 56.40 | 58.00 | 75.57 | 57.02 | 58.01 | 58.00 | 57.53 | 67.30 | 69.62 | 56.82 | 57.84 | 57.71 | 56.93 | 56.45 | 56.87 |
| 21 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.13 | 74.08 | 74.13 | 58.54 | 73.58 | 74.17 | 74.74 | 75.67 | 56.63 | 76.73 | 49.88 | 55.55 | 75.28 | 57.27 | 56.60 | 67.51 | 57.05 | 57.46 | 56.55 | 56.96 | 55.97 | 57.27 | 57.16 | 56.52 | 56.26 |
| 1 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.17 | 58.99 | 74.62 | 75.76 | 58.51 | 76.71 | 59.35 | 57.69 | 74.46 | 58.58 | 57.81 | 89.19 | 46.80 | 58.95 | 58.16 | 87.01 | 56.70 | 75.57 | 73.76 | 58.24 | 58.11 | 57.20 | 57.33 | 57.86 | 57.10 |
| 51 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.97 | 59.25 | 49.95 | 75.50 | 58.40 | 55.23 | 74.91 | 58.10 | 58.96 | 75.98 | 77.08 | 56.09 | 75.82 | 56.91 | 56.93 | 57.99 | 58.35 | 75.55 | 77.01 | 57.00 | 57.99 | 56.91 | 46.38 | 57.25 | 57.17 |
| 32 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.35 | 59.25 | 73.44 | 58.33 | 59.47 | 58.34 | 73.86 | 58.67 | 57.26 | 58.04 | 76.72 | 56.76 | 75.48 | 57.07 | 57.09 | 75.57 | 57.72 | 75.56 | 70.04 | 46.13 | 58.42 | 58.07 | 56.87 | 57.66 | 57.56 |
| 48 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.05 | 59.40 | 74.03 | 59.17 | 73.92 | 55.87 | 74.74 | 59.19 | 56.89 | 58.08 | 56.80 | 56.14 | 75.83 | 75.82 | 58.61 | 57.68 | 57.61 | 57.96 | 57.04 | 57.99 | 57.37 | 56.65 | 57.05 | 56.51 | 57.02 |
| 37 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.42 | 58.17 | 59.30 | 58.93 | 59.48 | 76.16 | 74.03 | 57.76 | 75.17 | 68.72 | 76.21 | 57.78 | 76.52 | 57.16 | 57.20 | 57.49 | 57.15 | 57.60 | 57.26 | 56.15 | 57.22 | 57.13 | 57.51 | 56.76 | 56.55 |
| 43 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 75.23 | 57.59 | 50.00 | 57.91 | 74.69 | 57.70 | 89.04 | 57.69 | 56.72 | 56.24 | 76.66 | 76.06 | 57.08 | 56.90 | 57.52 | 49.76 | 76.54 | 56.78 | 70.96 | 57.29 | 56.57 | 56.74 | 56.95 | 56.08 | 55.69 |
| 13 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 75.31 | 57.67 | 74.79 | 58.56 | 74.77 | 76.10 | 75.30 | 57.21 | 76.05 | 57.62 | 75.85 | 57.43 | 76.63 | 56.57 | 57.29 | 74.91 | 56.34 | 57.93 | 57.27 | 57.85 | 57.53 | 57.00 | 58.15 | 56.41 | 57.62 |
| 15 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.65 | 74.42 | 58.94 | 49.17 | 74.31 | 57.94 | 74.65 | 57.69 | 74.56 | 74.92 | 69.03 | 55.64 | 75.77 | 57.21 | 58.08 | 83.64 | 57.51 | 57.49 | 76.45 | 57.03 | 57.30 | 57.78 | 56.72 | 56.95 | 57.24 |
| 22 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.83 | 74.92 | 59.47 | 59.59 | 67.13 | 57.50 | 73.73 | 57.39 | 75.82 | 58.49 | 76.41 | 57.35 | 75.32 | 89.37 | 57.93 | 58.48 | 57.83 | 57.11 | 57.04 | 45.06 | 44.17 | 76.39 | 56.51 | 57.38 | 56.76 |
| 29 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.78 | 58.17 | 72.82 | 59.41 | 74.25 | 75.60 | 49.50 | 57.14 | 58.54 | 75.14 | 57.62 | 57.12 | 75.31 | 57.52 | 58.40 | 56.59 | 57.21 | 75.83 | 76.22 | 57.49 | 57.93 | 58.18 | 58.27 | 58.18 | 57.39 |
| 59 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.11 | 58.63 | 58.79 | 57.71 | 56.84 | 69.63 | 75.19 | 75.91 | 56.80 | 57.71 | 56.15 | 54.14 | 49.79 | 56.68 | 56.98 | 68.31 | 56.73 | 88.14 | 77.23 | 55.94 | 55.99 | 56.96 | 56.73 | 57.25 | 57.09 |
| 79 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 72.00 | 60.20 | 57.07 | 49.17 | 58.80 | 57.59 | 74.36 | 57.31 | 75.46 | 58.11 | 56.96 | 57.13 | 89.81 | 57.28 | 57.40 | 75.34 | 57.94 | 76.16 | 56.55 | 56.53 | 58.06 | 56.90 | 56.97 | 56.07 | 56.36 |
| 0 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.35 | 58.77 | 57.58 | 60.28 | 58.97 | 56.64 | 75.16 | 57.55 | 68.86 | 89.16 | 76.47 | 57.54 | 87.25 | 75.88 | 58.02 | 76.86 | 56.19 | 74.02 | 69.65 | 58.16 | 59.31 | 57.32 | 55.77 | 57.84 | 57.33 |
| 14 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.27 | 58.33 | 59.40 | 58.39 | 58.71 | 57.59 | 75.88 | 58.40 | 74.79 | 59.12 | 58.08 | 76.88 | 75.66 | 56.65 | 58.85 | 76.56 | 57.43 | 76.11 | 56.90 | 57.45 | 57.57 | 57.19 | 56.68 | 56.13 | 57.59 |
Size of the test data: (83, 33)
Difference
Code
diff = dt[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt.columns,test_data_1.columns)):
diff[f'col_diff_{i}'] = (np.array(dt[cols[0]]) - np.array(test_data_1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff['negative_count'] = diff.apply(count_negatives, axis=1)
diff.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
#
# show(diff)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 523 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.99 | -5.60 | -6.54 | -6.35 | -6.50 | 1.30 | 1.05 | -2.21 | -6.50 | -1.32 | -5.82 | -6.10 | 2.50 | -6.53 | -5.21 | -0.39 | -4.15 | -4.90 | -0.29 | -7.65 | -6.56 | -9.40 | -7.59 | -7.03 | -7.27 | 22 |
| 602 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.24 | -6.64 | -6.63 | -6.69 | -6.80 | -6.30 | 1.12 | -7.49 | -1.78 | -7.07 | -0.25 | 0.58 | 2.01 | -6.29 | -6.21 | 1.00 | -6.37 | -6.18 | -5.99 | -6.82 | -6.71 | -9.18 | -7.19 | -5.68 | -6.77 | 21 |
| 640 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.56 | -7.08 | -0.99 | -6.51 | -6.64 | 2.72 | 1.53 | -1.51 | -6.49 | -6.52 | 0.13 | -5.99 | -5.78 | -0.02 | -5.49 | -1.48 | -4.85 | -5.40 | -5.79 | -6.27 | -5.50 | 3.03 | -8.24 | -7.92 | -7.99 | 21 |
| 620 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.53 | -7.28 | -1.23 | -6.85 | -5.81 | -6.40 | -0.31 | -7.25 | -6.30 | 0.40 | 0.97 | -5.79 | -0.44 | -0.63 | -5.46 | -6.23 | -6.52 | 1.22 | 0.28 | -6.64 | -8.09 | -6.45 | -8.35 | -0.19 | -7.45 | 21 |
| 363 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.15 | -6.57 | -6.33 | -6.39 | -6.87 | -6.51 | -1.05 | -6.96 | 0.35 | -7.21 | 1.76 | -6.96 | -0.31 | 1.48 | -5.81 | 2.16 | -5.80 | -5.66 | -6.07 | -5.89 | -6.86 | -8.25 | -7.26 | -7.44 | -8.37 | 21 |
| 540 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.67 | 0.75 | -6.59 | -6.02 | -0.03 | -6.44 | 1.01 | -5.57 | -1.13 | -1.55 | -7.00 | -7.16 | -1.80 | -5.46 | -6.01 | 3.02 | 1.49 | -6.47 | 1.41 | -6.70 | -7.92 | -6.69 | -7.54 | -7.83 | -7.29 | 20 |
| 100 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.96 | -5.14 | -6.42 | -7.59 | -5.82 | -0.18 | 2.97 | 1.93 | -7.13 | -6.63 | -7.29 | -6.75 | -4.83 | -6.75 | -6.96 | -0.82 | -6.82 | 5.20 | 1.93 | -7.73 | -8.09 | -8.43 | -6.19 | -7.40 | -7.25 | 20 |
| 641 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.07 | -6.31 | -6.27 | -6.56 | -6.84 | 0.55 | -0.51 | -5.66 | -2.00 | -6.12 | 2.12 | -5.01 | -0.62 | -1.06 | -4.94 | -5.74 | -5.44 | 1.80 | 1.47 | -6.22 | -10.02 | 2.43 | -7.53 | -5.72 | -7.17 | 20 |
| 702 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.03 | -5.37 | -6.75 | -5.54 | -6.67 | -0.35 | 0.41 | -0.57 | -5.93 | -1.43 | 0.39 | -4.81 | 1.78 | -4.05 | -5.92 | 1.03 | -4.13 | -1.49 | 1.27 | -7.68 | -7.54 | -6.86 | -7.34 | -8.52 | -6.69 | 20 |
| 143 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.35 | -6.44 | -6.31 | -6.75 | -5.76 | 6.10 | -6.93 | -7.30 | -6.75 | -6.53 | 1.29 | -6.32 | -7.20 | -6.85 | -6.50 | -6.92 | -6.56 | 1.95 | 2.59 | -6.79 | -7.65 | -7.65 | -7.97 | -6.27 | -8.05 | 20 |
| 261 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.55 | 1.67 | -6.48 | -6.39 | -6.25 | -6.23 | -6.72 | -7.13 | 2.60 | -6.21 | -7.00 | -7.31 | 1.18 | -6.27 | -8.67 | 1.38 | -7.07 | 0.40 | -7.75 | -6.66 | -6.57 | -6.33 | -7.70 | -7.92 | -7.86 | 19 |
| 201 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.90 | -6.47 | -6.51 | -5.92 | -4.60 | -6.16 | 0.36 | 2.17 | -7.28 | -7.26 | 2.34 | -5.02 | 0.24 | -7.08 | -4.79 | 1.90 | -6.59 | -7.56 | -7.25 | -7.49 | -6.76 | -8.21 | -9.03 | -7.50 | -9.06 | 19 |
| 203 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.71 | -5.47 | -5.90 | -6.58 | -6.56 | 0.51 | 0.80 | -7.04 | -5.18 | -6.01 | -6.91 | 2.45 | 1.77 | -5.04 | -6.05 | -5.72 | -6.32 | 3.94 | -6.93 | -5.45 | -7.25 | -6.79 | -7.24 | -6.97 | -8.89 | 19 |
| 323 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.01 | -7.74 | -7.18 | -5.82 | -5.93 | -7.42 | 1.53 | -7.52 | 1.46 | 2.64 | -5.79 | -6.71 | 1.77 | 2.19 | -7.00 | 1.75 | -1.23 | -6.30 | -7.29 | -7.23 | -8.34 | -7.02 | -8.59 | -6.35 | -7.20 | 19 |
| 262 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.89 | -7.09 | 1.72 | -7.00 | -6.16 | -7.86 | 2.41 | -7.68 | 5.31 | -6.54 | -6.82 | -6.78 | 0.76 | -6.34 | -5.86 | 5.37 | -6.41 | -7.50 | -6.57 | -7.50 | -6.74 | -7.49 | -7.06 | -6.82 | -9.20 | 19 |
| 322 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.89 | -7.13 | 0.67 | -5.70 | -6.09 | -7.29 | 2.98 | -7.30 | 0.84 | -6.09 | -7.47 | -7.75 | 1.57 | -7.27 | -5.58 | 2.95 | -6.40 | -7.57 | -5.21 | -7.53 | -9.19 | -6.45 | -7.01 | -7.02 | -7.43 | 19 |
| 380 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.84 | 1.90 | -7.29 | -6.68 | -5.83 | -5.58 | -1.18 | -5.98 | -5.23 | -1.34 | -5.38 | -5.40 | 1.96 | -5.52 | -3.76 | -1.35 | 1.38 | -7.36 | 1.78 | -6.89 | -7.48 | -7.12 | -7.38 | 2.92 | -7.00 | 19 |
| 21 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.92 | -6.88 | -5.94 | -6.35 | -5.87 | -7.21 | 2.59 | -6.14 | 1.87 | -6.78 | 0.86 | -5.66 | 2.42 | -7.33 | -7.07 | 1.50 | -7.66 | -6.30 | 0.63 | -8.46 | -7.49 | -8.66 | -6.04 | -6.84 | -7.34 | 19 |
| 223 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.69 | -6.08 | -6.20 | -6.72 | -5.98 | -5.85 | 2.19 | 2.12 | -6.96 | -0.72 | -7.85 | -5.57 | 1.89 | -6.55 | -7.31 | -6.31 | -6.47 | 0.61 | 0.90 | -7.38 | -6.53 | -6.85 | -7.30 | -9.23 | -7.05 | 19 |
| 341 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.49 | -6.24 | 0.74 | -5.31 | 1.24 | -6.22 | 1.05 | -6.10 | -6.55 | -6.25 | -5.93 | -6.71 | 0.96 | 1.74 | -6.89 | -6.30 | -5.86 | -7.06 | -6.82 | -7.09 | -8.00 | -7.23 | -7.77 | -8.06 | -8.34 | 19 |
| 342 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.49 | -6.28 | -5.87 | -5.35 | -4.85 | 1.13 | 1.56 | -6.71 | 2.79 | -0.45 | 1.41 | -6.69 | 2.48 | -6.65 | -7.43 | -7.17 | -6.74 | -6.49 | -6.87 | -6.76 | -7.53 | -7.78 | -7.21 | -7.73 | -7.04 | 19 |
| 343 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.94 | -7.50 | -5.35 | -7.88 | 1.26 | -6.04 | 2.98 | -6.76 | -6.45 | -7.28 | 2.26 | 3.05 | -6.20 | -6.46 | -7.79 | -5.77 | 2.37 | -8.24 | -0.58 | -7.10 | -7.26 | -6.82 | -8.01 | -8.39 | -8.73 | 19 |
| 502 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.72 | -6.86 | -0.72 | -6.62 | -6.81 | -5.79 | -0.13 | -5.31 | -7.55 | -6.97 | -6.34 | -5.35 | 0.58 | -5.20 | -4.92 | 2.00 | -5.25 | 1.69 | 0.22 | -6.37 | -6.99 | 1.92 | -6.89 | -6.96 | -7.61 | 19 |
| 241 | 372 | 8 | 0.10 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.48 | -6.89 | -6.41 | -6.15 | -5.53 | -6.51 | 1.63 | -7.88 | 3.89 | -6.52 | 3.28 | -7.93 | -7.81 | -7.34 | -8.03 | -7.34 | -6.84 | 2.46 | 2.50 | -8.24 | -8.05 | -7.84 | -7.66 | -7.75 | -8.88 | 19 |
| 622 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.14 | -6.96 | -5.75 | 0.85 | -6.50 | -6.64 | 2.06 | -6.53 | -6.46 | -7.19 | 0.97 | -5.25 | 1.95 | -0.35 | -5.14 | -1.52 | -5.59 | 2.42 | -6.36 | -7.54 | -7.36 | -9.92 | -8.96 | -5.20 | -8.72 | 19 |
| 663 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.93 | 0.50 | -0.48 | -6.65 | -7.66 | 1.68 | -6.45 | -5.76 | -1.42 | -7.98 | 1.51 | -0.38 | 1.66 | 1.99 | -4.93 | 0.39 | -6.25 | -5.43 | -6.06 | -6.57 | -5.91 | -7.40 | -7.25 | -7.12 | -7.28 | 19 |
| 480 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.42 | -6.03 | -7.33 | -6.50 | -7.30 | -6.56 | 1.28 | -5.45 | -0.86 | -7.50 | 0.61 | -5.85 | 3.03 | -6.77 | -4.67 | -2.18 | 2.12 | 2.04 | 0.03 | -7.75 | -7.90 | -6.84 | -7.25 | -6.95 | -7.31 | 19 |
| 321 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.85 | -6.66 | -6.51 | -5.79 | -6.39 | 1.77 | 2.87 | -8.41 | -6.70 | -6.46 | -6.46 | -7.04 | 1.49 | -6.28 | 1.36 | -7.00 | -5.73 | 1.59 | 1.72 | -7.74 | -8.40 | -7.78 | -9.14 | -8.08 | -7.51 | 18 |
| 260 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.50 | 0.42 | -5.49 | -7.04 | -6.79 | -7.35 | 1.98 | -6.34 | -7.27 | -6.88 | 1.39 | -2.97 | 1.22 | 3.46 | -7.59 | 2.47 | -7.16 | -6.86 | -6.01 | 6.51 | -9.14 | -7.62 | -8.96 | -6.86 | -8.04 | 18 |
| 482 | 372 | 8 | 0.01 | 32 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.45 | -6.60 | 0.40 | -5.96 | -6.59 | -6.74 | 0.82 | -2.12 | -5.40 | -8.77 | 0.39 | 1.07 | -1.59 | -6.67 | -5.73 | -7.29 | -6.73 | -5.74 | 2.19 | -7.87 | -6.76 | 4.12 | -7.36 | -7.26 | -7.72 | 18 |
| 441 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.27 | -5.83 | 0.82 | -0.37 | -6.73 | -6.16 | -5.45 | -5.22 | -6.91 | -0.57 | -6.09 | -6.07 | 1.98 | 0.09 | -4.72 | 0.39 | 4.14 | 0.32 | -5.82 | -5.73 | -6.94 | 3.70 | -7.31 | -7.05 | -7.21 | 18 |
| 422 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.29 | -6.97 | -7.64 | -6.27 | -6.80 | 1.49 | -0.87 | -5.94 | 1.55 | -7.48 | -7.01 | 1.05 | 1.95 | 1.91 | -6.12 | 3.01 | -6.58 | -7.44 | -6.95 | -7.83 | -7.89 | -6.83 | -7.96 | -7.53 | -7.94 | 18 |
| 420 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.13 | -6.46 | -7.74 | -6.40 | -6.67 | 1.12 | -2.18 | -5.65 | 1.38 | -8.11 | 1.58 | -6.23 | 1.34 | -6.64 | -5.21 | 1.83 | -6.31 | 2.39 | 0.41 | -6.53 | -7.85 | -8.34 | -7.24 | -7.73 | -8.22 | 18 |
| 22 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.84 | -5.09 | -6.34 | -6.92 | 1.34 | -6.21 | 2.92 | -6.70 | 6.51 | -7.02 | -6.28 | -5.56 | 1.54 | -6.71 | -8.50 | 2.70 | -7.11 | 1.46 | -7.56 | -7.56 | -7.27 | -7.03 | -8.20 | -6.50 | -7.47 | 18 |
| 301 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.15 | -6.72 | -5.96 | -8.03 | 0.66 | -7.76 | 1.66 | -8.87 | 3.31 | -7.46 | 1.52 | -7.14 | 3.10 | -7.59 | -7.26 | 2.17 | -8.28 | -7.89 | 3.67 | -6.92 | -7.83 | -7.08 | -8.31 | -8.41 | -8.12 | 18 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.28 | -6.14 | 1.20 | -6.05 | -6.70 | 1.38 | 3.13 | -6.85 | 2.30 | -7.48 | 1.58 | -5.36 | 1.98 | -7.01 | -8.06 | 0.84 | -6.32 | -7.60 | -8.23 | -7.93 | -8.34 | -6.88 | -7.49 | -7.54 | -7.57 | 18 |
| 80 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.63 | -5.58 | -6.66 | -7.30 | 1.76 | -7.66 | 0.78 | -8.36 | 6.51 | -7.60 | 4.25 | -6.15 | 1.98 | -7.95 | 6.51 | -0.66 | -7.87 | -8.24 | -7.17 | -7.32 | -6.94 | -7.38 | -7.50 | -7.99 | -7.94 | 18 |
| 81 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.72 | -7.10 | 1.26 | -5.63 | -5.82 | -7.33 | 1.62 | -7.24 | -7.66 | 1.97 | 3.04 | -7.59 | 3.01 | -7.01 | -8.22 | 2.87 | -6.87 | 2.35 | -7.23 | -7.95 | -7.77 | -7.60 | -6.60 | -8.68 | -7.23 | 18 |
| 362 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.94 | -6.10 | -7.39 | -6.05 | -7.42 | 0.68 | -0.58 | -7.02 | 2.67 | -7.11 | 0.96 | -6.32 | 3.33 | -6.81 | -5.48 | -0.52 | -6.72 | 1.22 | -6.10 | -9.02 | -7.09 | 3.88 | -7.36 | -6.79 | -8.68 | 18 |
| 662 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.80 | -7.10 | -6.87 | 0.74 | -6.03 | -6.96 | 2.04 | -6.69 | -1.61 | -8.24 | -7.15 | -7.03 | 1.91 | -0.17 | -4.40 | 1.20 | -6.32 | -6.50 | 3.34 | -5.89 | -7.03 | 3.26 | -6.81 | -6.50 | -7.94 | 18 |
| 103 | 372 | 8 | 0.10 | 64 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.12 | -4.61 | -5.76 | 6.51 | -5.12 | -6.27 | 2.31 | -8.40 | 1.74 | -7.56 | -5.80 | -6.77 | 4.73 | -5.58 | -6.26 | 1.20 | -5.29 | 2.41 | -7.69 | -7.19 | -7.38 | -6.14 | -7.35 | -7.34 | -8.18 | 18 |
| 120 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.94 | -8.64 | -6.35 | -7.03 | 2.47 | 6.51 | -6.71 | -7.49 | 5.13 | -6.81 | 1.92 | -7.95 | 2.36 | -7.19 | -7.09 | 2.36 | -8.04 | -6.53 | 2.48 | -7.10 | -7.36 | -7.93 | -8.00 | -7.26 | -9.51 | 18 |
| 161 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.43 | -6.38 | -6.79 | -7.23 | -6.37 | -6.34 | 0.77 | -7.29 | 1.93 | -6.42 | -6.24 | 2.48 | 1.84 | -7.91 | -5.71 | 2.47 | -6.75 | 1.90 | -6.56 | -7.20 | -7.31 | -7.68 | -8.49 | -7.57 | -5.60 | 18 |
| 600 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.66 | -6.33 | -0.52 | -6.59 | -5.95 | -7.20 | 0.57 | -6.22 | -6.97 | -1.71 | 1.27 | 0.67 | 2.54 | -6.02 | -6.77 | 2.73 | -6.35 | -7.38 | 1.77 | -9.04 | -7.85 | -7.82 | -7.89 | -7.11 | -7.70 | 18 |
| 442 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.04 | -6.53 | -6.16 | -5.51 | 1.94 | -5.72 | -0.09 | -5.33 | -7.02 | -0.49 | 1.68 | 0.17 | -1.14 | 1.64 | -5.59 | 1.73 | -5.99 | 1.14 | -5.65 | -7.52 | -6.50 | -0.26 | -7.92 | -6.34 | -8.43 | 18 |
| 562 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.53 | -7.04 | -6.74 | -6.20 | -6.55 | 1.54 | -0.92 | -6.00 | 0.04 | -8.20 | 1.09 | -5.57 | -0.75 | 1.57 | -5.66 | -6.88 | -5.95 | 2.46 | 2.39 | -6.79 | -8.32 | 2.66 | -7.51 | -7.20 | -7.52 | 18 |
| 520 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.54 | -6.37 | -6.07 | -6.37 | -6.41 | -5.39 | 1.42 | -5.16 | -6.01 | -6.50 | 0.65 | -5.02 | 2.90 | -6.90 | -4.59 | 1.01 | -5.27 | 0.43 | 0.12 | -6.25 | -8.45 | -7.04 | -7.57 | -8.09 | -7.80 | 18 |
| 581 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.61 | -6.54 | -6.56 | 2.12 | -6.49 | -6.09 | -0.26 | -6.30 | -5.89 | -6.37 | 2.04 | 0.28 | 2.60 | -5.98 | -5.72 | 1.77 | -1.18 | -1.29 | -5.85 | -6.82 | -7.11 | 2.56 | -7.53 | -6.92 | -7.75 | 18 |
| 703 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.37 | -6.17 | -7.15 | -6.35 | 0.07 | -6.37 | -1.26 | 0.56 | -2.72 | -0.97 | -5.39 | 0.42 | 1.85 | -4.55 | -5.87 | 2.54 | -6.64 | 1.92 | 1.40 | -7.19 | -6.69 | -7.11 | -7.57 | -8.06 | -7.62 | 18 |
| 701 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.51 | -5.98 | -7.15 | -6.78 | -5.33 | -5.60 | -0.99 | -2.60 | 0.85 | -7.09 | 0.11 | -5.46 | 1.33 | -0.24 | -5.29 | 1.36 | -4.78 | 1.78 | 0.80 | -5.53 | -7.01 | -8.20 | -5.22 | -7.34 | -6.97 | 18 |
| 302 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.08 | -7.63 | 2.26 | -6.82 | -5.95 | 2.05 | 2.21 | 2.70 | -7.62 | 2.86 | -8.03 | -6.48 | 2.99 | -7.12 | -7.24 | 0.36 | -6.90 | -7.76 | -8.30 | -7.52 | -8.72 | -7.40 | -7.64 | -9.37 | -8.71 | 17 |
| 623 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.56 | -2.55 | 1.09 | -5.61 | -6.59 | -6.62 | 0.63 | -5.28 | -5.75 | -6.18 | -5.48 | -5.44 | 0.59 | -6.31 | -4.66 | 0.79 | 3.87 | -0.82 | -5.12 | -7.52 | -8.22 | 2.88 | -6.88 | 2.43 | -9.72 | 17 |
| 43 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.31 | -7.07 | 1.56 | -6.12 | 0.65 | 1.35 | -5.68 | -7.79 | -6.75 | 1.54 | -5.61 | -6.44 | 1.21 | -7.16 | -6.23 | -7.02 | -6.35 | 1.62 | 0.82 | -6.50 | -6.90 | -6.23 | -7.14 | -5.95 | -6.20 | 17 |
| 42 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.53 | 2.42 | -6.05 | -5.47 | -1.19 | -7.07 | 0.53 | -6.86 | 2.88 | -7.07 | 1.54 | -6.08 | 1.34 | 5.34 | -6.08 | -7.54 | -7.72 | -6.46 | -7.23 | -9.92 | -8.47 | 3.23 | -7.32 | -6.62 | -8.26 | 17 |
| 340 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.05 | -6.70 | 0.98 | -6.70 | -5.59 | -5.08 | 1.70 | -7.32 | -8.04 | -7.29 | 2.68 | -6.32 | 1.45 | -6.09 | -6.07 | 1.37 | -6.81 | 1.21 | 0.37 | -6.71 | -8.04 | -8.23 | -8.27 | -6.57 | -7.37 | 17 |
| 282 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.04 | -5.10 | -5.94 | 2.35 | -6.22 | -6.63 | 2.25 | -6.98 | -6.34 | 2.25 | 2.97 | -6.69 | 1.73 | -7.14 | -6.38 | -5.38 | -6.52 | 2.88 | 1.22 | -7.30 | -7.99 | -8.34 | -6.02 | -6.85 | -8.14 | 17 |
| 361 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.55 | -6.88 | -6.54 | -1.10 | -7.04 | 0.93 | 1.37 | -7.06 | -6.49 | -6.51 | 0.66 | 2.21 | 2.16 | -6.90 | -5.37 | 1.66 | -5.47 | -6.76 | -6.81 | -7.59 | -8.86 | 2.66 | -7.90 | -8.39 | -6.75 | 17 |
| 221 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.93 | -5.00 | -6.40 | -5.90 | 0.20 | -7.47 | 0.56 | -7.37 | 0.94 | -7.24 | 2.03 | 3.01 | 1.75 | -5.35 | -5.53 | 1.66 | -7.56 | -7.13 | -7.20 | -7.46 | -7.51 | -6.43 | -8.02 | -7.02 | -7.95 | 17 |
| 503 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.14 | -6.06 | -6.82 | -7.04 | -6.51 | 0.92 | -1.27 | -6.05 | -6.09 | -0.78 | 0.87 | 1.88 | 4.07 | -0.13 | -7.86 | -1.25 | 1.73 | -1.16 | -6.01 | -6.88 | -8.15 | 3.58 | 0.38 | -7.04 | -8.12 | 17 |
| 440 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.85 | -0.49 | -0.39 | 0.21 | -6.50 | 1.36 | -1.06 | -7.62 | -7.22 | -5.63 | -5.34 | 0.31 | -0.53 | -8.25 | -5.42 | 1.46 | 1.31 | -5.97 | -7.60 | 4.27 | -7.52 | -7.73 | -7.46 | -8.69 | 3.52 | 17 |
| 421 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.60 | -5.65 | -7.32 | -6.53 | -6.00 | 0.43 | -0.85 | -6.34 | -1.82 | -7.38 | 0.67 | -5.63 | -7.21 | -5.18 | -6.30 | 0.83 | 1.07 | 0.83 | 2.07 | -8.33 | -6.38 | 3.90 | -8.08 | -7.16 | -9.79 | 17 |
| 183 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.51 | -5.83 | 1.58 | -6.00 | -6.54 | -6.90 | 2.76 | -7.42 | -7.56 | 2.55 | 1.88 | 3.10 | 1.37 | -8.34 | -5.17 | 3.32 | -7.17 | 1.89 | -7.51 | -8.09 | -6.26 | -6.93 | -8.13 | -8.05 | -7.26 | 16 |
| 180 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.72 | -6.79 | -6.61 | 1.80 | -5.83 | 4.39 | 0.97 | -7.56 | -6.69 | 2.81 | 2.25 | -5.01 | 3.36 | -7.07 | -7.79 | -7.46 | 3.64 | 4.64 | -7.05 | -8.22 | -8.60 | -8.86 | -8.56 | -8.00 | -8.29 | 16 |
| 160 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.49 | -5.53 | -7.55 | -5.53 | -5.49 | -5.37 | 1.73 | -7.57 | -0.60 | 5.38 | 2.30 | -6.01 | 2.17 | 2.81 | -7.56 | 2.24 | -8.78 | 2.07 | 0.74 | -6.31 | -6.79 | -7.09 | -7.95 | -7.46 | -7.00 | 16 |
| 601 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.00 | -1.49 | -6.34 | -7.06 | 1.04 | 1.12 | 1.50 | -7.75 | -5.99 | -7.64 | 2.03 | -0.30 | 1.52 | -8.70 | -4.79 | 1.72 | -0.80 | 0.16 | -6.40 | -8.95 | -7.23 | 4.04 | -7.37 | -6.84 | -7.96 | 16 |
| 40 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.36 | -6.92 | 1.91 | -5.67 | 1.42 | 1.82 | 1.51 | -5.48 | 1.71 | -6.05 | 2.12 | -5.69 | 3.21 | -5.50 | -6.35 | 1.75 | -7.39 | -5.09 | -7.04 | -7.27 | -7.85 | -5.67 | -7.37 | -7.88 | -7.47 | 16 |
| 501 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.96 | -0.84 | -7.06 | -6.81 | -6.34 | 0.28 | -5.72 | -6.48 | -2.62 | -7.28 | -5.23 | 1.54 | 1.10 | -6.27 | -5.23 | 2.54 | 1.11 | 1.55 | 0.64 | -7.69 | -8.12 | 1.84 | -7.43 | -6.55 | -7.27 | 16 |
| 682 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.35 | -6.65 | 0.57 | -5.42 | 1.51 | 1.84 | -0.04 | -6.21 | -0.72 | 3.07 | 1.53 | -5.18 | -1.03 | -5.90 | -4.98 | 1.95 | 0.21 | -7.79 | -6.32 | -7.74 | -7.44 | 3.26 | -8.37 | -6.97 | -6.63 | 16 |
| 20 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.23 | -5.97 | 2.88 | -6.93 | 0.73 | -5.89 | 1.97 | -6.56 | 3.14 | -7.63 | 2.71 | -0.32 | 4.68 | 2.66 | -7.45 | -7.55 | -6.69 | 2.04 | -5.30 | -8.03 | -8.84 | -7.05 | -7.56 | -8.46 | -7.96 | 16 |
| 142 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.21 | -6.87 | 1.53 | -6.28 | -5.97 | -6.39 | 2.37 | -6.87 | -8.06 | -7.39 | 1.39 | 0.20 | 2.69 | 1.47 | -6.47 | 2.38 | -7.41 | -7.16 | 1.49 | -8.48 | -7.61 | -7.18 | -7.94 | -8.00 | -7.51 | 16 |
| 281 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.51 | -7.09 | 1.45 | 1.92 | -7.51 | 1.04 | -7.02 | -6.54 | 1.35 | -6.54 | -5.99 | 2.15 | -7.66 | -7.52 | -7.23 | 4.23 | -7.01 | 0.55 | 2.84 | -6.82 | -6.55 | -7.66 | -8.60 | -6.65 | -7.36 | 16 |
| 280 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.97 | -0.06 | 1.05 | -7.23 | 0.51 | 3.12 | 2.25 | 2.05 | -7.13 | 4.11 | -6.15 | -5.46 | 0.42 | -6.89 | -7.44 | 0.28 | -6.94 | -7.59 | -6.60 | -7.37 | -8.22 | -7.44 | -7.86 | -7.54 | -8.34 | 16 |
| 460 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.10 | -6.37 | -0.06 | -6.24 | -6.53 | 1.32 | 1.40 | -2.84 | 0.84 | -7.59 | 0.33 | 0.57 | 0.85 | -6.06 | -6.25 | 2.01 | -0.99 | -0.78 | 0.09 | -6.52 | -7.32 | -6.66 | -7.17 | -7.33 | -8.50 | 16 |
| 0 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.32 | 1.79 | 0.38 | 2.06 | -6.98 | -6.03 | -5.93 | -7.18 | -8.19 | 0.97 | 2.72 | 6.51 | 1.92 | -7.36 | 1.31 | -6.45 | -6.54 | -8.25 | 1.00 | -8.41 | -7.06 | -8.36 | -8.20 | -8.15 | -7.87 | 16 |
| 263 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.81 | -6.34 | 0.75 | -6.57 | -5.57 | -7.62 | 4.15 | -7.64 | 0.77 | -6.26 | 1.67 | -7.11 | 1.02 | 3.79 | -5.55 | 2.10 | -7.90 | 1.41 | 2.14 | -7.12 | -7.37 | -6.43 | -7.58 | -7.89 | -5.91 | 15 |
| 661 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.20 | -6.77 | 0.72 | -6.25 | 0.34 | 1.17 | 0.42 | -6.72 | 2.22 | -8.36 | -6.51 | 0.96 | -1.48 | -5.36 | -4.77 | 0.48 | -5.47 | 0.33 | 1.46 | -7.92 | -9.02 | 4.42 | -8.32 | -7.07 | -7.84 | 15 |
| 560 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.87 | -6.60 | -7.11 | -0.19 | 1.13 | 0.84 | 1.64 | -6.37 | -6.89 | -6.21 | 1.73 | 2.77 | 2.65 | -5.70 | -5.49 | -5.90 | -6.75 | 0.96 | 2.84 | -6.03 | -7.73 | 3.33 | -7.40 | -6.96 | -7.94 | 15 |
| 681 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.36 | -7.35 | 0.46 | -6.54 | -8.20 | 1.90 | 1.04 | -1.08 | 1.93 | -5.47 | -6.56 | 3.32 | 2.22 | -5.80 | -5.50 | -5.93 | -5.59 | 0.87 | -0.54 | -5.93 | -7.12 | 2.13 | -8.72 | -6.86 | 3.08 | 15 |
| 222 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.77 | -6.49 | 2.66 | -5.56 | -6.71 | -6.75 | 6.96 | -7.70 | 3.22 | 0.60 | 1.81 | 0.36 | 1.06 | -6.51 | -5.58 | 3.00 | -6.04 | 2.93 | 1.83 | -5.75 | -7.92 | -6.65 | -8.27 | -7.15 | -8.07 | 14 |
| 41 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.71 | 1.20 | -5.94 | 6.51 | 0.82 | -7.10 | 1.05 | -6.84 | 0.78 | 1.20 | 0.43 | -5.82 | 2.50 | -7.38 | -5.34 | 2.71 | -7.25 | -7.36 | 1.58 | -7.56 | -7.33 | -6.63 | -7.75 | -7.90 | -6.25 | 14 |
| 202 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.79 | 1.92 | 1.97 | -6.25 | -6.76 | 2.04 | 2.48 | -7.35 | 3.47 | -6.95 | 0.19 | -6.74 | 1.71 | -8.11 | -5.42 | 2.51 | -7.44 | -6.64 | 3.12 | -6.51 | -7.50 | 3.85 | -7.59 | -7.44 | -7.77 | 14 |
| 141 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 6.51 | 5.82 | -6.80 | -6.14 | -5.58 | 2.55 | 1.61 | -7.13 | -7.41 | 1.30 | 1.73 | -6.91 | 1.79 | -7.46 | 6.51 | 2.82 | 6.51 | 5.70 | -8.45 | -7.44 | -7.71 | -8.57 | -7.67 | -7.20 | -7.23 | 14 |
| 561 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.07 | 0.27 | 0.67 | -7.18 | -6.28 | 0.39 | 1.39 | -6.42 | -6.16 | -6.18 | 1.36 | -6.39 | 2.30 | 0.81 | -4.85 | 1.63 | -7.14 | 0.52 | 1.22 | -8.88 | -7.50 | 2.82 | -7.13 | -8.27 | -7.32 | 13 |
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_13 | 72.420000 | 5.094843 |
| mAP_valid_abs_values_7 | 71.644096 | 4.373723 |
| mAP_valid_abs_values_16 | 70.639157 | 5.593305 |
| mAP_valid_abs_values | 70.011446 | 4.954751 |
| mAP_valid_abs_values_11 | 69.638795 | 5.510131 |
| mAP_valid_abs_values_18 | 68.885542 | 5.559359 |
| mAP_valid_abs_values_19 | 68.295060 | 5.739166 |
| mAP_valid_abs_values_9 | 67.844940 | 6.216588 |
| mAP_valid_abs_values_6 | 66.993012 | 5.827887 |
| mAP_valid_abs_values_10 | 66.870361 | 4.765363 |
| mAP_valid_abs_values_3 | 66.660361 | 4.068621 |
| mAP_valid_abs_values_2 | 66.319518 | 3.196484 |
| mAP_valid_abs_values_23 | 66.053855 | 4.994829 |
| mAP_valid_abs_values_5 | 65.999880 | 3.690252 |
| mAP_valid_abs_values_12 | 65.872771 | 5.377590 |
| mAP_valid_abs_values_14 | 65.448313 | 5.709724 |
| mAP_valid_abs_values_8 | 65.236506 | 3.279072 |
| mAP_valid_abs_values_4 | 65.045904 | 4.444708 |
| mAP_valid_abs_values_17 | 64.917108 | 5.542606 |
| mAP_valid_abs_values_25 | 64.463373 | 2.613381 |
| mAP_valid_abs_values_26 | 64.097831 | 3.216635 |
| mAP_valid_abs_values_24 | 64.075301 | 2.895819 |
| mAP_valid_abs_values_22 | 63.943614 | 3.022132 |
| mAP_valid_abs_values_15 | 63.708193 | 3.866929 |
| mAP_valid_abs_values_21 | 63.553012 | 4.631737 |
We then apply the hyperparameters to the test set and average the results.
Code
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_13 | 73.322892 | 7.337051 |
| mAP_test_abs_values_7 | 72.013855 | 6.678940 |
| mAP_test_abs_values_16 | 70.191325 | 8.950166 |
| mAP_test_abs_values | 69.394096 | 7.225714 |
| mAP_test_abs_values_11 | 68.407470 | 9.090424 |
| mAP_test_abs_values_18 | 66.779036 | 9.645188 |
| mAP_test_abs_values_19 | 65.772651 | 9.541886 |
| mAP_test_abs_values_9 | 65.315181 | 9.010654 |
| mAP_test_abs_values_6 | 64.001807 | 9.062285 |
| mAP_test_abs_values_3 | 62.961928 | 7.209447 |
| average_map | 62.761812 | 1.054184 |
| mAP_test_abs_values_10 | 62.355301 | 8.338114 |
| mAP_test_abs_values_12 | 62.205422 | 8.053752 |
| mAP_test_abs_values_23 | 61.518675 | 9.201179 |
| mAP_test_abs_values_5 | 61.414217 | 6.449285 |
| mAP_test_abs_values_2 | 61.266265 | 6.044678 |
| mAP_test_abs_values_14 | 60.970843 | 9.019633 |
| mAP_test_abs_values_17 | 60.058795 | 7.839937 |
| mAP_test_abs_values_4 | 59.927711 | 5.221482 |
| mAP_test_abs_values_8 | 59.491205 | 5.531508 |
| mAP_test_abs_values_15 | 58.106988 | 3.315942 |
| mAP_test_abs_values_25 | 57.428554 | 3.907302 |
| mAP_test_abs_values_26 | 56.627108 | 4.406530 |
| mAP_test_abs_values_21 | 56.597470 | 5.157053 |
| mAP_test_abs_values_24 | 56.531566 | 3.205398 |
| mAP_test_abs_values_22 | 56.384940 | 3.297089 |
Statistical Significance:
Using the global mean maximum row as the reference, we perform the right-tailed t-test to identify significant hyperparameters.
Code
pvalues_mw = []
pvalues_real_mw = []
for _,index in enumerate(dt_valid_sub.index):
_, p_value_mw = stats.mannwhitneyu(max_row[:-1], dt_valid_sub.loc[index][:-1], alternative='greater')#, method = 'asymptotic')
pvalues_real_mw.append(p_value_mw)
pvalues_mw.append((p_value_mw >= 0.05)*1)
dt_valid_sub_mw['pvalues_mw'] = pvalues_real_mw
dt_valid_sub_mw['sig_mw'] = pvalues_mw
dt_valid_sub_mw1 = dt_valid_sub_mw.query('sig_mw == 1')
max_indexx = dt_valid_sub_mw1.iloc[:, :-3].mean().idxmax()
#print(sum(pvalues),max_indexx)| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_valid_abs_values | mAP_valid_abs_values_2 | mAP_valid_abs_values_3 | mAP_valid_abs_values_4 | mAP_valid_abs_values_5 | mAP_valid_abs_values_6 | mAP_valid_abs_values_7 | mAP_valid_abs_values_8 | mAP_valid_abs_values_9 | mAP_valid_abs_values_10 | mAP_valid_abs_values_11 | mAP_valid_abs_values_12 | mAP_valid_abs_values_13 | mAP_valid_abs_values_14 | mAP_valid_abs_values_15 | mAP_valid_abs_values_16 | mAP_valid_abs_values_17 | mAP_valid_abs_values_18 | mAP_valid_abs_values_19 | mAP_valid_abs_values_21 | mAP_valid_abs_values_22 | mAP_valid_abs_values_23 | mAP_valid_abs_values_24 | mAP_valid_abs_values_25 | mAP_valid_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 540 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 65.94 | 74.85 | 64.46 | 63.96 | 67.83 | 63.70 | 74.51 | 64.49 | 69.45 | 69.52 | 64.27 | 60.23 | 67.71 | 63.22 | 63.94 | 72.75 | 73.86 | 54.26 | 74.96 | 63.71 | 63.77 | 53.88 | 64.53 | 65.90 | 64.81 |
| 542 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.56 | 65.06 | 64.64 | 65.58 | 65.54 | 69.61 | 73.45 | 64.69 | 64.35 | 65.35 | 64.05 | 64.32 | 73.10 | 53.44 | 64.07 | 73.10 | 64.56 | 63.89 | 64.90 | 64.73 | 63.64 | 72.36 | 65.04 | 65.28 | 65.01 |
| 600 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.20 | 65.03 | 68.73 | 64.91 | 64.66 | 64.65 | 68.39 | 55.94 | 64.45 | 69.78 | 75.33 | 74.78 | 72.58 | 54.52 | 64.80 | 73.06 | 64.86 | 64.28 | 74.88 | 55.42 | 65.56 | 64.07 | 65.09 | 64.68 | 54.57 |
| 601 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 72.50 | 67.69 | 65.44 | 52.75 | 65.98 | 67.66 | 73.28 | 55.02 | 64.74 | 65.27 | 74.62 | 69.27 | 73.35 | 56.35 | 63.53 | 72.88 | 68.54 | 69.44 | 63.80 | 54.12 | 64.94 | 72.86 | 64.95 | 63.63 | 64.21 |
| 602 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.37 | 66.32 | 65.51 | 65.35 | 65.56 | 64.79 | 73.12 | 65.75 | 68.82 | 66.32 | 70.23 | 69.28 | 72.35 | 64.04 | 64.01 | 73.63 | 64.80 | 64.43 | 64.52 | 65.11 | 63.24 | 66.61 | 65.01 | 65.15 | 66.12 |
| 603 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 72.68 | 68.33 | 67.78 | 64.27 | 66.77 | 66.48 | 72.29 | 56.34 | 64.94 | 68.07 | 75.28 | 59.84 | 71.82 | 73.61 | 64.15 | 64.25 | 63.46 | 55.92 | 68.88 | 67.35 | 53.23 | 55.04 | 64.63 | 65.46 | 64.60 |
| 661 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 67.09 | 65.58 | 69.21 | 64.82 | 74.37 | 74.20 | 73.72 | 64.78 | 73.07 | 55.81 | 64.29 | 68.21 | 69.72 | 63.93 | 63.44 | 67.78 | 63.78 | 68.13 | 68.32 | 64.88 | 64.94 | 71.84 | 65.49 | 64.67 | 64.95 |
| 663 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 66.49 | 67.79 | 68.85 | 65.43 | 64.98 | 74.05 | 65.56 | 64.05 | 68.36 | 65.86 | 73.90 | 75.35 | 72.74 | 73.84 | 63.48 | 69.73 | 63.83 | 64.11 | 63.32 | 63.45 | 64.62 | 52.07 | 65.35 | 65.64 | 65.05 |
| 360 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.32 | 65.19 | 68.16 | 65.30 | 65.93 | 68.32 | 73.27 | 64.42 | 67.23 | 64.24 | 64.29 | 63.38 | 64.95 | 50.06 | 63.99 | 63.92 | 67.29 | 52.13 | 74.91 | 65.15 | 64.55 | 74.36 | 65.39 | 53.86 | 64.53 |
| 361 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 72.93 | 64.86 | 65.64 | 69.47 | 65.16 | 74.92 | 73.32 | 64.09 | 63.66 | 64.42 | 69.05 | 66.48 | 73.70 | 53.54 | 63.90 | 73.13 | 64.90 | 64.12 | 64.31 | 63.22 | 54.73 | 72.66 | 64.96 | 64.57 | 64.04 |
| 362 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 73.87 | 64.11 | 64.83 | 64.10 | 64.99 | 74.92 | 69.57 | 55.44 | 72.48 | 64.58 | 75.49 | 63.35 | 72.94 | 52.17 | 62.94 | 69.16 | 52.99 | 73.69 | 63.14 | 67.05 | 63.99 | 72.18 | 63.98 | 63.43 | 64.94 |
| 363 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 65.83 | 66.10 | 65.77 | 64.81 | 65.27 | 64.69 | 68.60 | 65.38 | 68.74 | 64.41 | 74.04 | 64.31 | 69.00 | 73.54 | 64.25 | 73.02 | 63.81 | 64.61 | 64.04 | 63.06 | 65.23 | 66.00 | 65.93 | 65.25 | 65.37 |
| 420 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 65.86 | 65.04 | 66.11 | 64.81 | 65.00 | 67.09 | 70.96 | 63.57 | 74.11 | 64.42 | 75.12 | 63.52 | 73.18 | 63.56 | 63.80 | 72.83 | 64.06 | 73.64 | 68.47 | 62.68 | 63.31 | 64.35 | 63.51 | 64.04 | 64.65 |
| 421 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.29 | 64.24 | 65.36 | 65.22 | 64.82 | 69.36 | 68.04 | 64.44 | 68.73 | 65.08 | 69.33 | 63.55 | 65.82 | 63.56 | 64.45 | 74.17 | 73.82 | 74.01 | 74.24 | 66.52 | 63.96 | 71.89 | 65.35 | 64.91 | 53.18 |
| 422 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.64 | 64.70 | 65.68 | 64.36 | 65.36 | 74.82 | 69.37 | 63.58 | 73.76 | 64.13 | 61.26 | 69.14 | 73.44 | 73.44 | 64.60 | 71.00 | 63.34 | 63.62 | 63.06 | 63.92 | 65.08 | 64.33 | 63.36 | 64.15 | 63.79 |
| 423 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.02 | 65.70 | 68.17 | 65.58 | 64.89 | 64.65 | 72.34 | 63.97 | 67.28 | 65.76 | 65.03 | 75.12 | 72.69 | 64.22 | 64.06 | 65.10 | 64.17 | 68.41 | 63.50 | 65.28 | 64.11 | 53.74 | 64.26 | 64.65 | 65.03 |
| 560 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 68.16 | 65.15 | 64.90 | 68.85 | 66.66 | 75.57 | 73.25 | 64.57 | 64.90 | 63.68 | 74.72 | 68.28 | 73.75 | 63.53 | 63.36 | 63.81 | 62.72 | 73.42 | 87.59 | 63.34 | 52.73 | 72.91 | 63.36 | 63.43 | 64.34 |
| 561 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.73 | 69.20 | 68.69 | 65.42 | 64.71 | 68.80 | 73.24 | 64.25 | 64.31 | 63.58 | 67.67 | 63.21 | 72.87 | 69.04 | 64.18 | 73.11 | 54.76 | 73.83 | 74.72 | 57.29 | 64.31 | 73.89 | 52.88 | 53.19 | 64.50 |
| 562 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 65.56 | 65.83 | 65.71 | 66.07 | 64.76 | 74.51 | 68.92 | 64.06 | 69.18 | 64.49 | 74.98 | 63.66 | 69.15 | 73.06 | 63.39 | 64.67 | 63.58 | 73.33 | 74.35 | 64.01 | 55.27 | 73.39 | 64.49 | 64.06 | 64.42 |
| 620 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.03 | 65.73 | 69.95 | 65.55 | 64.81 | 64.43 | 69.07 | 65.06 | 63.96 | 73.97 | 68.86 | 63.15 | 68.61 | 70.37 | 64.11 | 57.70 | 64.30 | 73.35 | 75.53 | 63.65 | 63.62 | 52.67 | 64.59 | 69.79 | 64.24 |
| 623 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.04 | 69.66 | 68.17 | 63.95 | 65.48 | 65.55 | 73.60 | 63.78 | 63.64 | 64.52 | 63.97 | 63.96 | 73.69 | 65.12 | 63.60 | 73.73 | 85.70 | 70.32 | 63.07 | 53.88 | 64.74 | 73.33 | 64.40 | 72.85 | 57.06 |
| 681 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.06 | 65.71 | 68.28 | 64.57 | 55.00 | 74.31 | 72.35 | 68.73 | 73.28 | 63.50 | 63.82 | 66.52 | 72.78 | 63.83 | 63.55 | 58.29 | 63.57 | 73.83 | 70.09 | 64.06 | 63.63 | 68.92 | 52.63 | 53.40 | 72.89 |
| 682 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.05 | 64.93 | 68.83 | 64.18 | 67.81 | 67.08 | 68.47 | 64.18 | 68.98 | 86.99 | 74.37 | 62.61 | 69.49 | 63.71 | 62.96 | 72.73 | 67.78 | 53.71 | 63.82 | 63.86 | 64.26 | 72.44 | 65.13 | 64.32 | 64.85 |
| 380 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.75 | 68.76 | 65.01 | 65.80 | 65.71 | 63.92 | 68.85 | 63.83 | 63.83 | 70.59 | 63.54 | 63.58 | 73.38 | 63.56 | 63.27 | 69.05 | 73.26 | 54.48 | 74.27 | 63.97 | 65.09 | 64.51 | 65.48 | 72.89 | 64.82 |
| 440 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.42 | 67.51 | 68.58 | 68.66 | 65.19 | 67.74 | 68.73 | 64.54 | 65.13 | 64.23 | 62.96 | 68.15 | 69.59 | 53.73 | 63.52 | 74.15 | 68.19 | 63.54 | 65.13 | 86.39 | 63.86 | 63.43 | 63.39 | 64.96 | 73.58 |
| 441 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 65.99 | 64.51 | 68.31 | 69.39 | 66.07 | 64.36 | 64.93 | 64.75 | 64.72 | 69.19 | 63.97 | 64.32 | 72.34 | 69.08 | 63.34 | 68.04 | 85.95 | 69.52 | 63.69 | 64.41 | 63.41 | 71.91 | 64.75 | 65.24 | 64.60 |
| 442 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 72.90 | 65.04 | 65.14 | 65.09 | 66.44 | 63.35 | 67.43 | 64.93 | 65.61 | 68.95 | 67.05 | 70.21 | 70.06 | 73.04 | 64.02 | 73.51 | 63.97 | 73.08 | 63.70 | 64.68 | 63.31 | 69.36 | 52.59 | 64.35 | 64.54 |
| 500 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 66.87 | 66.23 | 65.77 | 64.37 | 65.18 | 65.12 | 68.68 | 65.28 | 69.40 | 64.15 | 68.32 | 67.12 | 72.87 | 68.63 | 64.95 | 70.46 | 64.07 | 63.88 | 64.30 | 63.87 | 53.80 | 74.90 | 65.85 | 64.53 | 64.92 |
| 501 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 73.34 | 69.09 | 65.03 | 65.37 | 64.27 | 67.50 | 64.73 | 64.13 | 70.38 | 64.50 | 63.22 | 74.74 | 69.20 | 53.68 | 64.84 | 72.93 | 68.97 | 72.88 | 74.90 | 54.24 | 64.83 | 74.15 | 65.24 | 64.13 | 65.16 |
| 502 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.74 | 65.20 | 67.76 | 65.63 | 65.69 | 61.71 | 73.72 | 63.98 | 65.89 | 65.80 | 64.95 | 63.84 | 68.20 | 64.02 | 63.52 | 73.82 | 63.29 | 73.30 | 69.26 | 64.08 | 64.28 | 73.29 | 64.26 | 64.74 | 62.27 |
| 503 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.20 | 64.07 | 65.22 | 65.06 | 64.55 | 74.75 | 68.86 | 63.71 | 64.69 | 69.29 | 68.15 | 68.79 | 85.84 | 69.95 | 54.39 | 71.19 | 66.52 | 68.79 | 63.27 | 63.64 | 65.18 | 73.40 | 69.85 | 64.97 | 63.89 |
| 581 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 67.55 | 65.23 | 64.87 | 66.47 | 64.54 | 62.29 | 70.37 | 64.93 | 63.72 | 63.98 | 74.35 | 75.36 | 72.84 | 55.44 | 63.36 | 72.11 | 70.21 | 70.07 | 63.61 | 64.25 | 63.75 | 71.89 | 64.49 | 64.21 | 53.53 |
| 640 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 66.77 | 65.78 | 69.39 | 64.75 | 65.58 | 66.63 | 71.96 | 70.24 | 65.25 | 64.69 | 69.56 | 64.05 | 64.21 | 68.29 | 64.67 | 70.90 | 63.66 | 64.27 | 63.88 | 64.74 | 63.09 | 73.00 | 64.22 | 65.33 | 65.26 |
| 641 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 65.23 | 65.31 | 65.37 | 65.47 | 65.08 | 75.64 | 66.69 | 63.70 | 69.70 | 64.18 | 67.33 | 64.03 | 69.52 | 71.19 | 63.15 | 63.67 | 62.87 | 73.07 | 74.35 | 63.29 | 53.75 | 73.14 | 64.97 | 65.16 | 64.59 |
| 701 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.50 | 65.12 | 64.81 | 65.54 | 64.83 | 63.06 | 68.66 | 69.64 | 74.07 | 63.63 | 69.31 | 63.74 | 72.80 | 73.62 | 64.35 | 73.57 | 62.63 | 73.25 | 74.33 | 63.99 | 63.87 | 65.73 | 64.31 | 64.84 | 64.89 |
| 702 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 68.03 | 63.77 | 64.94 | 64.12 | 64.92 | 69.46 | 68.36 | 68.06 | 64.58 | 68.97 | 75.38 | 63.44 | 72.37 | 63.13 | 64.22 | 74.86 | 62.91 | 69.69 | 75.12 | 64.19 | 64.22 | 52.88 | 64.56 | 63.72 | 63.79 |
| 703 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.59 | 64.69 | 65.13 | 65.36 | 66.85 | 64.69 | 69.58 | 68.74 | 71.19 | 68.75 | 63.14 | 75.09 | 73.12 | 63.09 | 63.90 | 73.27 | 65.58 | 73.12 | 75.01 | 64.54 | 63.91 | 53.50 | 64.97 | 54.49 | 53.90 |
| 460 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.73 | 64.43 | 67.68 | 64.38 | 64.95 | 68.22 | 72.89 | 69.99 | 74.33 | 64.26 | 74.91 | 67.84 | 68.20 | 63.43 | 64.35 | 73.03 | 69.73 | 69.07 | 69.58 | 63.01 | 63.59 | 64.84 | 64.07 | 65.28 | 52.41 |
| 462 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.57 | 64.24 | 65.44 | 65.86 | 64.28 | 64.32 | 68.83 | 64.00 | 65.13 | 70.25 | 63.26 | 63.15 | 70.55 | 68.92 | 63.16 | 66.19 | 69.86 | 66.23 | 63.09 | 63.80 | 64.57 | 72.38 | 64.65 | 65.47 | 56.60 |
| 523 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.54 | 64.40 | 65.55 | 65.29 | 64.94 | 75.17 | 73.30 | 70.17 | 63.93 | 69.67 | 63.32 | 63.69 | 72.90 | 63.85 | 63.62 | 69.24 | 63.15 | 64.58 | 69.22 | 64.67 | 63.20 | 65.55 | 64.41 | 64.24 | 64.54 |
| 180 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.21 | 65.40 | 64.62 | 73.47 | 63.91 | 70.51 | 72.26 | 64.24 | 64.78 | 72.22 | 71.54 | 61.81 | 71.07 | 62.35 | 64.50 | 63.49 | 72.77 | 76.90 | 62.25 | 65.21 | 64.59 | 65.61 | 65.39 | 64.74 | 63.79 |
| 181 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.13 | 71.90 | 64.70 | 65.88 | 65.53 | 62.42 | 66.31 | 65.81 | 64.97 | 65.33 | 62.67 | 64.56 | 63.33 | 64.03 | 64.03 | 73.63 | 64.33 | 64.95 | 62.80 | 65.41 | 63.85 | 65.44 | 64.95 | 66.50 | 66.27 |
| 183 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 71.31 | 65.48 | 72.62 | 64.13 | 65.39 | 62.74 | 70.05 | 65.45 | 65.11 | 72.35 | 72.96 | 72.46 | 73.02 | 64.71 | 63.48 | 72.23 | 64.11 | 73.28 | 64.31 | 67.40 | 66.48 | 65.29 | 65.01 | 66.24 | 65.48 |
| 301 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 64.23 | 64.76 | 64.50 | 66.52 | 72.30 | 64.86 | 77.57 | 65.76 | 68.83 | 64.91 | 73.25 | 64.64 | 72.58 | 64.81 | 64.83 | 72.51 | 65.09 | 66.00 | 71.58 | 66.07 | 65.06 | 63.70 | 64.90 | 64.36 | 65.80 |
| 302 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 71.42 | 64.52 | 72.25 | 64.49 | 63.77 | 74.20 | 71.82 | 72.78 | 64.67 | 73.03 | 63.91 | 63.29 | 81.15 | 64.61 | 64.60 | 59.45 | 63.56 | 66.65 | 63.81 | 65.22 | 65.95 | 64.73 | 64.28 | 67.25 | 65.22 |
| 0 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 65.08 | 71.42 | 58.92 | 72.74 | 65.45 | 56.49 | 64.43 | 65.40 | 66.53 | 73.21 | 71.77 | 42.66 | 73.21 | 64.22 | 73.58 | 64.23 | 65.05 | 65.90 | 75.61 | 66.63 | 66.89 | 67.82 | 66.01 | 65.78 | 66.67 |
| 60 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 63.36 | 65.44 | 65.64 | 67.27 | 64.88 | 64.98 | 66.56 | 66.34 | 65.32 | 66.66 | 55.97 | 65.05 | 55.46 | 66.87 | 65.51 | 71.00 | 65.15 | 66.80 | 65.18 | 66.32 | 66.45 | 66.17 | 66.97 | 65.57 | 67.63 |
| 61 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 71.61 | 65.59 | 65.54 | 64.37 | 65.40 | 65.17 | 71.87 | 66.14 | 64.17 | 66.23 | 74.49 | 62.70 | 73.66 | 64.03 | 64.08 | 65.30 | 64.48 | 63.89 | 63.38 | 65.87 | 67.14 | 65.67 | 65.20 | 64.68 | 65.91 |
| 120 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 56.17 | 66.60 | 64.36 | 65.85 | 72.33 | 42.66 | 65.28 | 63.64 | 75.14 | 64.84 | 75.06 | 61.19 | 72.67 | 63.09 | 64.56 | 73.50 | 64.26 | 62.57 | 72.35 | 66.46 | 66.59 | 65.49 | 64.90 | 65.25 | 66.97 |
| 121 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 71.15 | 64.08 | 65.09 | 66.40 | 42.66 | 72.33 | 71.25 | 64.35 | 63.51 | 72.60 | 64.78 | 63.30 | 72.65 | 63.37 | 63.91 | 64.96 | 63.37 | 66.33 | 74.68 | 64.98 | 65.38 | 66.00 | 65.14 | 65.47 | 64.69 |
| 123 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 65.86 | 64.80 | 63.66 | 66.04 | 65.59 | 55.78 | 64.89 | 65.99 | 72.73 | 64.90 | 65.80 | 65.52 | 55.39 | 64.03 | 64.47 | 77.82 | 65.04 | 73.18 | 65.53 | 66.28 | 66.03 | 65.69 | 64.70 | 66.33 | 66.14 |
| 200 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 70.97 | 71.33 | 64.29 | 65.74 | 66.36 | 61.77 | 65.67 | 64.02 | 65.45 | 65.25 | 63.69 | 64.62 | 66.83 | 63.98 | 64.19 | 73.53 | 63.98 | 65.00 | 62.99 | 66.70 | 66.83 | 65.40 | 64.02 | 65.05 | 65.63 |
| 201 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.20 | 66.25 | 65.34 | 64.63 | 64.11 | 63.63 | 73.31 | 73.92 | 65.79 | 65.06 | 73.90 | 63.20 | 69.26 | 64.28 | 63.34 | 73.28 | 62.45 | 64.79 | 64.35 | 64.63 | 65.48 | 64.54 | 66.59 | 64.59 | 65.16 |
| 202 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 73.26 | 73.47 | 72.45 | 65.19 | 64.95 | 74.12 | 73.17 | 65.12 | 70.32 | 65.06 | 69.70 | 63.41 | 74.21 | 65.77 | 63.75 | 72.67 | 64.28 | 65.08 | 73.35 | 63.76 | 65.38 | 72.66 | 64.51 | 65.40 | 65.19 |
| 203 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 71.79 | 64.96 | 64.96 | 64.75 | 65.54 | 69.91 | 72.78 | 65.31 | 64.96 | 64.88 | 65.00 | 73.84 | 73.71 | 63.04 | 65.17 | 63.33 | 64.32 | 71.59 | 64.57 | 64.35 | 64.58 | 64.11 | 64.70 | 64.81 | 65.81 |
| 260 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 56.08 | 72.86 | 55.33 | 66.18 | 64.65 | 64.05 | 71.89 | 65.08 | 66.22 | 65.43 | 73.58 | 73.01 | 73.12 | 84.43 | 65.57 | 72.44 | 64.99 | 64.47 | 56.01 | 42.66 | 66.50 | 64.65 | 65.34 | 64.64 | 65.36 |
| 261 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.26 | 73.30 | 65.00 | 65.68 | 64.53 | 64.04 | 66.28 | 65.58 | 72.51 | 64.60 | 64.01 | 65.06 | 74.76 | 63.39 | 65.36 | 74.11 | 65.02 | 75.23 | 63.09 | 65.55 | 65.04 | 64.52 | 65.06 | 63.87 | 64.51 |
| 262 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.65 | 65.48 | 72.02 | 65.46 | 63.65 | 65.12 | 71.78 | 65.28 | 83.88 | 65.64 | 64.32 | 62.46 | 74.80 | 64.20 | 63.73 | 85.23 | 63.52 | 64.82 | 62.34 | 64.31 | 65.55 | 65.26 | 63.57 | 64.01 | 66.24 |
| 263 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 68.48 | 64.63 | 73.25 | 64.94 | 63.47 | 64.82 | 86.60 | 65.28 | 73.76 | 63.73 | 74.89 | 64.55 | 66.42 | 72.39 | 63.74 | 73.38 | 64.55 | 74.32 | 74.22 | 63.81 | 65.19 | 63.16 | 64.15 | 64.72 | 64.08 |
| 321 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.11 | 64.35 | 64.42 | 63.57 | 56.27 | 71.79 | 71.65 | 66.68 | 65.10 | 64.88 | 64.21 | 63.67 | 74.13 | 63.81 | 73.67 | 64.46 | 62.56 | 72.82 | 75.11 | 65.02 | 65.60 | 64.45 | 66.70 | 64.59 | 64.69 |
| 323 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 65.35 | 66.09 | 65.14 | 64.24 | 64.37 | 63.58 | 73.23 | 65.17 | 72.36 | 72.27 | 55.79 | 65.09 | 73.93 | 74.34 | 64.70 | 73.52 | 70.05 | 64.07 | 64.05 | 64.07 | 65.31 | 64.37 | 64.84 | 63.92 | 63.69 |
| 20 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.52 | 65.61 | 69.27 | 63.90 | 73.64 | 61.75 | 73.31 | 64.06 | 73.09 | 65.52 | 73.81 | 69.21 | 84.00 | 72.82 | 65.20 | 64.46 | 62.72 | 73.55 | 55.28 | 65.74 | 65.16 | 64.41 | 64.70 | 65.76 | 64.82 |
| 21 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 66.11 | 65.31 | 55.89 | 64.21 | 64.97 | 64.02 | 71.86 | 63.68 | 73.28 | 65.03 | 74.88 | 63.10 | 73.09 | 63.63 | 64.48 | 74.70 | 64.32 | 64.20 | 69.55 | 65.09 | 64.90 | 65.83 | 63.83 | 64.16 | 65.61 |
| 22 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.98 | 62.15 | 65.28 | 65.76 | 73.15 | 62.84 | 72.09 | 64.60 | 42.66 | 64.98 | 62.78 | 63.10 | 74.21 | 64.44 | 66.27 | 74.04 | 64.20 | 73.82 | 64.17 | 65.88 | 65.81 | 64.63 | 65.57 | 63.47 | 64.38 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 64.81 | 65.12 | 73.46 | 64.67 | 65.20 | 74.57 | 71.46 | 64.28 | 73.10 | 64.84 | 74.66 | 62.95 | 73.63 | 63.44 | 65.33 | 75.28 | 63.43 | 63.73 | 65.04 | 64.98 | 66.47 | 64.23 | 64.54 | 63.65 | 64.53 |
| 80 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 73.40 | 65.42 | 65.64 | 64.36 | 71.90 | 64.27 | 73.44 | 65.18 | 42.66 | 65.02 | 83.11 | 62.97 | 72.86 | 64.34 | 42.66 | 71.89 | 66.60 | 64.57 | 62.16 | 64.96 | 65.94 | 64.11 | 65.08 | 64.89 | 64.11 |
| 81 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 64.86 | 65.75 | 73.22 | 64.25 | 64.84 | 63.71 | 73.78 | 64.05 | 65.31 | 73.21 | 73.93 | 64.23 | 85.99 | 63.18 | 64.07 | 73.23 | 62.86 | 73.73 | 64.56 | 65.46 | 53.37 | 64.36 | 63.79 | 64.94 | 63.01 |
| 141 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 42.66 | 82.49 | 64.94 | 64.09 | 63.88 | 72.86 | 72.98 | 64.53 | 64.30 | 73.51 | 74.87 | 64.76 | 74.25 | 64.11 | 42.66 | 84.67 | 42.66 | 81.63 | 64.68 | 63.80 | 64.95 | 65.17 | 65.28 | 64.78 | 64.51 |
| 142 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 72.65 | 64.68 | 73.29 | 64.92 | 64.32 | 62.09 | 71.97 | 65.04 | 65.01 | 64.49 | 74.62 | 69.83 | 73.45 | 73.51 | 64.09 | 74.37 | 64.11 | 63.35 | 75.27 | 65.20 | 64.28 | 63.85 | 65.20 | 65.46 | 64.57 |
| 143 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 70.61 | 64.50 | 64.76 | 65.24 | 64.95 | 84.29 | 65.10 | 65.31 | 65.73 | 64.43 | 73.99 | 63.69 | 65.18 | 64.37 | 64.86 | 64.31 | 64.50 | 74.48 | 75.12 | 65.09 | 64.72 | 64.90 | 65.12 | 63.99 | 65.10 |
| 221 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 72.97 | 64.22 | 64.38 | 64.78 | 73.80 | 64.26 | 73.32 | 65.08 | 74.60 | 64.20 | 73.06 | 74.36 | 74.36 | 63.12 | 64.27 | 75.04 | 64.46 | 64.13 | 64.46 | 64.44 | 65.24 | 64.17 | 64.47 | 64.32 | 64.90 |
| 222 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 72.16 | 64.36 | 72.81 | 64.52 | 64.46 | 62.48 | 82.86 | 65.02 | 72.24 | 73.94 | 74.38 | 69.21 | 74.54 | 63.39 | 63.92 | 73.34 | 62.85 | 73.46 | 74.88 | 63.78 | 65.91 | 63.25 | 64.98 | 64.45 | 63.84 |
| 223 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.41 | 64.98 | 64.97 | 65.93 | 65.23 | 62.17 | 72.78 | 74.30 | 65.59 | 67.73 | 64.25 | 63.57 | 73.68 | 63.57 | 65.32 | 64.31 | 64.00 | 66.69 | 68.72 | 64.20 | 64.37 | 64.56 | 64.23 | 65.68 | 63.92 |
| 280 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 72.16 | 74.14 | 73.08 | 65.77 | 73.07 | 71.05 | 72.49 | 73.62 | 63.76 | 72.62 | 56.03 | 61.01 | 74.86 | 64.16 | 64.04 | 67.23 | 63.99 | 65.05 | 63.15 | 64.33 | 64.19 | 64.71 | 65.02 | 64.06 | 64.60 |
| 281 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.66 | 66.08 | 73.17 | 73.84 | 66.02 | 75.67 | 66.37 | 64.23 | 73.11 | 65.12 | 63.80 | 87.04 | 54.46 | 66.47 | 65.39 | 82.78 | 63.71 | 75.02 | 70.92 | 65.06 | 64.66 | 64.86 | 65.93 | 64.51 | 64.46 |
| 282 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 72.93 | 64.35 | 55.89 | 73.15 | 64.62 | 61.86 | 72.66 | 65.08 | 65.30 | 73.73 | 74.11 | 62.78 | 74.09 | 64.05 | 63.31 | 63.37 | 64.87 | 72.67 | 75.79 | 64.30 | 65.98 | 65.25 | 52.40 | 64.10 | 65.31 |
| 283 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 55.54 | 65.12 | 65.53 | 65.09 | 72.95 | 63.76 | 73.41 | 65.18 | 66.40 | 64.54 | 74.83 | 64.45 | 74.08 | 63.78 | 64.50 | 65.31 | 64.39 | 63.44 | 69.77 | 64.82 | 66.06 | 64.36 | 63.90 | 64.28 | 51.49 |
| 340 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 73.30 | 65.95 | 72.46 | 65.03 | 65.06 | 63.42 | 72.16 | 65.99 | 65.30 | 65.33 | 74.04 | 63.08 | 74.03 | 63.16 | 63.16 | 74.20 | 64.53 | 74.35 | 69.67 | 52.84 | 66.46 | 66.30 | 65.14 | 64.23 | 64.93 |
| 341 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 72.56 | 65.64 | 73.29 | 64.48 | 72.68 | 62.09 | 73.69 | 65.29 | 63.44 | 64.33 | 62.73 | 62.85 | 74.87 | 74.08 | 65.50 | 63.98 | 63.47 | 65.02 | 63.86 | 65.08 | 65.37 | 63.88 | 64.82 | 64.57 | 65.36 |
| 342 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 72.93 | 64.45 | 65.17 | 64.28 | 64.33 | 75.03 | 72.47 | 64.47 | 72.38 | 69.17 | 74.80 | 64.47 | 74.04 | 63.81 | 64.63 | 64.66 | 63.89 | 64.09 | 64.13 | 62.91 | 64.75 | 64.91 | 64.72 | 64.49 | 63.59 |
| 343 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 73.29 | 65.09 | 55.35 | 65.79 | 73.43 | 63.74 | 86.06 | 64.45 | 63.17 | 63.52 | 74.40 | 73.01 | 63.28 | 63.36 | 65.31 | 55.53 | 74.17 | 65.02 | 71.54 | 64.39 | 63.83 | 63.56 | 64.96 | 64.47 | 64.42 |
| 40 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 72.95 | 64.59 | 72.88 | 64.23 | 73.35 | 74.28 | 73.79 | 62.69 | 74.34 | 63.67 | 73.73 | 63.12 | 73.42 | 62.07 | 63.64 | 73.16 | 63.73 | 63.02 | 64.31 | 65.12 | 65.38 | 62.67 | 65.52 | 64.29 | 65.09 |
| 41 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 72.94 | 73.22 | 64.88 | 42.66 | 73.49 | 65.04 | 73.60 | 64.53 | 73.78 | 73.72 | 68.60 | 61.46 | 73.27 | 64.59 | 63.42 | 80.93 | 64.76 | 64.85 | 74.87 | 64.59 | 64.63 | 64.41 | 64.47 | 64.85 | 63.49 |
| 42 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.30 | 72.50 | 65.52 | 65.06 | 68.32 | 64.57 | 73.20 | 64.25 | 72.94 | 65.56 | 74.87 | 63.43 | 73.98 | 84.03 | 64.01 | 66.02 | 65.55 | 63.57 | 64.27 | 54.98 | 52.64 | 73.16 | 63.83 | 64.00 | 65.02 |
| 43 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 72.47 | 65.24 | 71.26 | 65.53 | 73.60 | 74.25 | 55.18 | 64.93 | 65.29 | 73.60 | 63.23 | 63.56 | 74.10 | 64.68 | 64.63 | 63.61 | 63.56 | 74.21 | 75.40 | 63.99 | 64.83 | 64.41 | 65.41 | 64.13 | 63.59 |
| 160 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 72.86 | 64.30 | 65.13 | 65.81 | 64.46 | 62.01 | 73.43 | 65.12 | 69.46 | 83.78 | 74.17 | 63.55 | 85.08 | 73.07 | 65.58 | 74.62 | 64.97 | 71.95 | 68.91 | 64.47 | 66.10 | 64.41 | 63.72 | 65.30 | 64.33 |
| 161 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 72.84 | 64.71 | 66.19 | 65.62 | 65.08 | 63.93 | 75.11 | 65.69 | 72.86 | 65.54 | 64.32 | 74.40 | 73.82 | 64.56 | 64.56 | 74.09 | 64.18 | 74.21 | 63.46 | 64.65 | 64.88 | 64.87 | 65.17 | 63.70 | 63.19 |
Size of the All data: (144, 28)
Size of the Sig data: (87, 33)
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params_mw1 = dt_valid.loc[dt_valid_sub_mw1.index][['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
optimal_params_mw = optimal_params_mw1.reset_index()
optimal_params_mw.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_mw1 = pd.merge(optimal_params_mw, dt_test, on=['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg'])
test_data_1_sub_mw = test_data_mw1[list(test_data_mw1.columns[test_data_mw1.columns.str.startswith('mAP_test')])]Equivalent test data
| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | mAP_test_abs_values | mAP_test_abs_values_2 | mAP_test_abs_values_3 | mAP_test_abs_values_4 | mAP_test_abs_values_5 | mAP_test_abs_values_6 | mAP_test_abs_values_7 | mAP_test_abs_values_8 | mAP_test_abs_values_9 | mAP_test_abs_values_10 | mAP_test_abs_values_11 | mAP_test_abs_values_12 | mAP_test_abs_values_13 | mAP_test_abs_values_14 | mAP_test_abs_values_15 | mAP_test_abs_values_16 | mAP_test_abs_values_17 | mAP_test_abs_values_18 | mAP_test_abs_values_19 | mAP_test_abs_values_21 | mAP_test_abs_values_22 | mAP_test_abs_values_23 | mAP_test_abs_values_24 | mAP_test_abs_values_25 | mAP_test_abs_values_26 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 68 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 59.27 | 75.60 | 57.87 | 57.94 | 67.80 | 57.26 | 75.52 | 58.92 | 68.32 | 67.97 | 57.27 | 53.07 | 65.91 | 57.76 | 57.93 | 75.77 | 75.35 | 47.79 | 76.37 | 57.01 | 55.85 | 47.19 | 56.99 | 58.07 | 57.52 |
| 65 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.11 | 58.45 | 58.52 | 58.58 | 59.23 | 70.06 | 74.77 | 58.25 | 58.29 | 58.41 | 58.00 | 57.50 | 75.15 | 47.11 | 58.75 | 75.48 | 58.73 | 57.38 | 57.83 | 57.09 | 55.86 | 76.36 | 57.11 | 57.55 | 58.08 |
| 72 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 73.86 | 58.70 | 68.21 | 58.32 | 58.71 | 57.45 | 68.96 | 49.72 | 57.48 | 68.07 | 76.60 | 75.45 | 75.12 | 48.50 | 58.03 | 75.79 | 58.51 | 56.90 | 76.65 | 46.38 | 57.71 | 56.25 | 57.20 | 57.57 | 46.87 |
| 74 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.50 | 66.20 | 59.10 | 45.69 | 67.02 | 68.78 | 74.78 | 47.27 | 58.75 | 57.63 | 76.65 | 68.97 | 74.87 | 47.65 | 58.74 | 74.60 | 67.74 | 69.60 | 57.40 | 45.17 | 57.71 | 76.90 | 57.58 | 56.79 | 56.25 |
| 30 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.13 | 59.68 | 58.88 | 58.66 | 58.76 | 58.49 | 74.24 | 58.26 | 67.04 | 59.25 | 69.98 | 69.86 | 74.36 | 57.75 | 57.80 | 74.63 | 58.43 | 58.25 | 58.53 | 58.29 | 56.53 | 57.43 | 57.82 | 59.47 | 59.35 |
| 83 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.18 | 68.08 | 68.67 | 58.45 | 59.54 | 67.79 | 74.91 | 49.72 | 57.70 | 66.86 | 75.76 | 51.69 | 74.22 | 74.78 | 58.38 | 57.50 | 58.25 | 50.62 | 69.59 | 58.06 | 43.99 | 46.59 | 58.00 | 58.20 | 57.11 |
| 24 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 59.89 | 58.81 | 69.93 | 58.57 | 74.71 | 75.37 | 74.14 | 58.06 | 75.29 | 47.45 | 57.78 | 69.17 | 68.24 | 58.57 | 58.67 | 68.26 | 58.31 | 68.46 | 69.78 | 56.96 | 55.92 | 76.26 | 57.17 | 57.60 | 57.11 |
| 38 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 59.56 | 68.29 | 68.37 | 58.78 | 57.32 | 75.73 | 59.11 | 58.29 | 66.94 | 57.88 | 75.41 | 74.97 | 74.40 | 75.83 | 58.55 | 70.12 | 57.58 | 58.68 | 57.26 | 56.88 | 58.71 | 44.67 | 58.10 | 58.52 | 57.77 |
| 86 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 74.59 | 57.82 | 69.36 | 58.90 | 58.16 | 68.82 | 74.19 | 57.17 | 67.89 | 57.48 | 57.26 | 57.26 | 57.69 | 43.19 | 58.57 | 57.70 | 67.94 | 46.47 | 75.46 | 56.82 | 56.99 | 75.90 | 57.64 | 46.91 | 57.44 |
| 58 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.48 | 57.98 | 59.10 | 68.37 | 58.12 | 75.85 | 74.69 | 57.03 | 57.17 | 57.91 | 69.71 | 68.69 | 75.86 | 46.64 | 58.53 | 74.79 | 59.43 | 57.36 | 57.50 | 55.63 | 45.87 | 75.32 | 57.06 | 56.18 | 57.29 |
| 69 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.81 | 58.01 | 57.44 | 58.05 | 57.57 | 75.60 | 68.99 | 48.42 | 75.15 | 57.47 | 76.45 | 57.03 | 76.27 | 45.36 | 57.46 | 68.64 | 46.27 | 74.91 | 57.04 | 58.03 | 56.90 | 76.06 | 56.62 | 56.64 | 56.26 |
| 51 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 58.68 | 59.53 | 59.44 | 58.42 | 58.40 | 58.18 | 67.55 | 58.42 | 69.09 | 57.20 | 75.80 | 57.35 | 68.69 | 75.02 | 58.44 | 75.18 | 58.01 | 58.95 | 57.97 | 57.17 | 58.37 | 57.75 | 58.67 | 57.81 | 57.00 |
| 39 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 58.73 | 58.58 | 58.37 | 58.41 | 58.33 | 68.21 | 68.78 | 57.92 | 75.49 | 56.31 | 76.70 | 57.29 | 74.52 | 56.92 | 58.59 | 74.66 | 57.75 | 76.03 | 68.88 | 56.15 | 55.46 | 56.01 | 56.27 | 56.31 | 56.43 |
| 36 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 66.89 | 58.59 | 58.04 | 58.69 | 58.82 | 69.79 | 67.19 | 58.10 | 66.91 | 57.70 | 70.00 | 57.92 | 58.61 | 58.38 | 58.15 | 75.00 | 74.89 | 74.84 | 76.31 | 58.19 | 57.58 | 75.79 | 57.27 | 57.75 | 43.39 |
| 40 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.93 | 57.73 | 58.04 | 58.09 | 58.56 | 76.31 | 68.50 | 57.64 | 75.31 | 56.65 | 54.25 | 70.19 | 75.39 | 75.35 | 58.48 | 74.01 | 56.76 | 56.18 | 56.11 | 56.09 | 57.19 | 57.50 | 55.40 | 56.62 | 55.85 |
| 67 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 74.49 | 58.55 | 68.90 | 58.60 | 57.90 | 58.03 | 73.71 | 58.47 | 67.01 | 58.67 | 58.28 | 74.98 | 74.58 | 57.94 | 58.52 | 57.77 | 58.68 | 68.65 | 56.57 | 57.60 | 56.24 | 45.39 | 57.77 | 57.74 | 57.69 |
| 9 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 69.03 | 58.55 | 57.79 | 68.66 | 67.79 | 76.41 | 74.89 | 58.20 | 58.01 | 57.47 | 76.45 | 71.05 | 76.40 | 57.83 | 57.87 | 57.91 | 55.97 | 74.38 | 90.43 | 57.31 | 45.00 | 76.24 | 55.96 | 56.47 | 56.40 |
| 61 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 73.80 | 69.47 | 69.36 | 58.24 | 58.43 | 69.19 | 74.63 | 57.83 | 58.15 | 57.40 | 69.03 | 56.82 | 75.17 | 69.85 | 59.33 | 74.74 | 47.62 | 74.35 | 75.94 | 48.41 | 56.81 | 76.71 | 45.75 | 44.92 | 57.18 |
| 28 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 60.03 | 58.79 | 58.97 | 59.87 | 58.21 | 76.05 | 68.00 | 58.06 | 69.22 | 56.29 | 76.07 | 58.09 | 68.40 | 74.63 | 57.73 | 57.79 | 57.63 | 75.79 | 76.74 | 57.22 | 46.95 | 76.05 | 56.98 | 56.86 | 56.90 |
| 66 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 59.50 | 58.45 | 68.72 | 58.70 | 59.00 | 58.03 | 68.76 | 57.81 | 57.66 | 74.37 | 69.83 | 57.36 | 68.17 | 69.74 | 58.65 | 51.47 | 57.78 | 74.57 | 75.81 | 57.01 | 55.53 | 46.22 | 56.24 | 69.60 | 56.79 |
| 16 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 73.60 | 67.11 | 69.26 | 58.34 | 58.89 | 58.93 | 74.23 | 58.50 | 57.89 | 58.34 | 58.49 | 58.52 | 74.28 | 58.81 | 58.94 | 74.52 | 89.57 | 69.50 | 57.95 | 46.36 | 56.52 | 76.21 | 57.52 | 75.28 | 47.34 |
| 70 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.42 | 58.36 | 68.74 | 58.03 | 46.80 | 76.21 | 73.39 | 67.65 | 75.21 | 58.03 | 57.26 | 69.84 | 75.00 | 58.03 | 58.05 | 52.36 | 57.98 | 74.70 | 69.55 | 58.13 | 56.51 | 71.05 | 43.91 | 46.54 | 75.97 |
| 27 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 69.40 | 58.28 | 69.40 | 58.76 | 69.32 | 68.92 | 68.43 | 57.97 | 68.26 | 90.06 | 75.90 | 57.43 | 68.46 | 57.81 | 57.98 | 74.68 | 67.99 | 45.92 | 57.50 | 56.12 | 56.82 | 75.70 | 56.76 | 57.35 | 58.22 |
| 45 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.59 | 70.66 | 57.72 | 59.12 | 59.88 | 58.34 | 67.67 | 57.85 | 58.60 | 69.25 | 58.16 | 58.18 | 75.34 | 58.04 | 59.51 | 67.70 | 74.64 | 47.12 | 76.05 | 57.08 | 57.61 | 57.39 | 58.10 | 75.81 | 57.82 |
| 19 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.27 | 67.02 | 68.19 | 68.87 | 58.69 | 69.10 | 67.67 | 56.92 | 57.91 | 58.60 | 57.62 | 68.46 | 69.06 | 45.48 | 58.10 | 75.61 | 69.50 | 57.57 | 57.53 | 90.66 | 56.34 | 55.70 | 55.93 | 56.27 | 77.10 |
| 25 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.72 | 58.68 | 69.13 | 69.02 | 59.34 | 58.20 | 59.48 | 59.53 | 57.81 | 68.62 | 57.88 | 58.25 | 74.32 | 69.17 | 58.62 | 68.43 | 90.09 | 69.84 | 57.87 | 58.68 | 56.47 | 75.61 | 57.44 | 58.19 | 57.39 |
| 49 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 73.94 | 58.51 | 58.98 | 59.58 | 68.38 | 57.63 | 67.34 | 59.60 | 58.59 | 68.46 | 68.73 | 70.38 | 68.92 | 74.68 | 58.43 | 75.24 | 57.98 | 74.22 | 58.05 | 57.16 | 56.81 | 69.10 | 44.67 | 58.01 | 56.11 |
| 63 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 58.71 | 59.32 | 58.70 | 58.54 | 58.85 | 58.28 | 67.88 | 57.83 | 68.28 | 57.68 | 69.32 | 68.12 | 74.75 | 70.22 | 58.54 | 70.18 | 58.00 | 57.96 | 57.41 | 57.23 | 45.24 | 76.11 | 56.42 | 56.96 | 57.32 |
| 35 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.30 | 68.25 | 57.97 | 58.56 | 57.93 | 67.78 | 59.01 | 57.65 | 67.76 | 57.22 | 57.99 | 76.28 | 70.30 | 47.41 | 59.61 | 75.47 | 70.08 | 74.43 | 75.54 | 46.55 | 56.71 | 75.99 | 57.81 | 57.58 | 57.89 |
| 42 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.46 | 58.34 | 67.04 | 59.01 | 58.88 | 55.92 | 73.59 | 58.67 | 58.34 | 58.83 | 58.61 | 58.49 | 68.78 | 58.82 | 58.60 | 75.82 | 58.04 | 74.99 | 69.48 | 57.71 | 57.29 | 75.21 | 57.37 | 57.78 | 54.66 |
| 12 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 67.34 | 58.01 | 58.40 | 58.02 | 58.04 | 75.67 | 67.59 | 57.66 | 58.60 | 68.51 | 69.02 | 70.67 | 89.91 | 69.82 | 46.53 | 69.94 | 68.25 | 67.63 | 57.26 | 56.76 | 57.03 | 76.98 | 70.23 | 57.93 | 55.77 |
| 64 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 68.16 | 58.69 | 58.31 | 68.59 | 58.05 | 56.20 | 70.11 | 58.63 | 57.83 | 57.61 | 76.39 | 75.64 | 75.44 | 49.46 | 57.64 | 73.88 | 69.03 | 68.78 | 57.76 | 57.43 | 56.64 | 74.45 | 56.96 | 57.29 | 45.78 |
| 53 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 60.21 | 58.70 | 68.40 | 58.24 | 58.94 | 69.35 | 73.49 | 68.73 | 58.76 | 58.17 | 69.69 | 58.06 | 58.43 | 68.27 | 59.18 | 69.42 | 58.81 | 58.87 | 58.09 | 58.47 | 57.59 | 76.03 | 55.98 | 57.41 | 57.27 |
| 52 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 58.16 | 59.00 | 59.10 | 58.91 | 58.24 | 76.19 | 66.18 | 58.04 | 67.70 | 58.06 | 69.45 | 59.02 | 68.90 | 70.13 | 58.21 | 57.93 | 57.43 | 74.87 | 75.82 | 57.07 | 43.73 | 75.57 | 57.44 | 59.44 | 57.42 |
| 8 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.01 | 59.14 | 57.66 | 58.76 | 59.50 | 57.46 | 67.67 | 67.04 | 74.92 | 56.54 | 69.42 | 58.28 | 74.13 | 73.38 | 59.06 | 74.93 | 57.85 | 75.03 | 75.13 | 58.46 | 56.86 | 57.53 | 59.09 | 57.50 | 57.92 |
| 54 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 68.00 | 58.40 | 58.19 | 58.58 | 58.25 | 69.11 | 68.77 | 67.49 | 58.65 | 67.54 | 75.77 | 58.63 | 74.15 | 59.08 | 58.30 | 75.89 | 58.78 | 68.20 | 76.39 | 56.51 | 56.68 | 46.02 | 57.22 | 55.20 | 57.10 |
| 62 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 68.22 | 58.52 | 57.98 | 59.01 | 66.92 | 58.32 | 68.32 | 69.30 | 68.47 | 67.78 | 57.75 | 75.51 | 74.97 | 58.54 | 58.03 | 75.81 | 58.94 | 75.04 | 76.41 | 57.35 | 57.22 | 46.39 | 57.40 | 46.43 | 46.28 |
| 20 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.83 | 58.06 | 67.62 | 58.14 | 58.42 | 69.54 | 74.29 | 67.15 | 75.17 | 56.67 | 75.24 | 68.41 | 69.05 | 57.37 | 58.10 | 75.04 | 68.74 | 68.29 | 69.67 | 56.49 | 56.27 | 58.18 | 56.90 | 57.95 | 43.91 |
| 73 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 74.42 | 58.23 | 58.22 | 59.06 | 58.31 | 58.99 | 68.69 | 57.94 | 57.91 | 67.70 | 58.19 | 57.68 | 69.98 | 67.83 | 58.76 | 67.59 | 69.70 | 58.17 | 57.95 | 57.03 | 57.75 | 76.00 | 57.79 | 58.53 | 47.21 |
| 56 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 58.55 | 58.80 | 59.01 | 58.94 | 58.44 | 76.47 | 74.35 | 67.96 | 57.43 | 68.35 | 57.50 | 57.59 | 75.40 | 57.32 | 58.41 | 68.85 | 59.00 | 59.68 | 68.93 | 57.02 | 56.64 | 56.15 | 56.82 | 57.21 | 57.27 |
| 17 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 73.93 | 58.61 | 58.01 | 75.27 | 58.08 | 74.90 | 73.23 | 56.68 | 58.09 | 75.03 | 73.79 | 56.80 | 74.43 | 55.28 | 56.71 | 56.03 | 76.41 | 81.54 | 55.20 | 56.99 | 55.99 | 56.75 | 56.83 | 56.74 | 55.50 |
| 78 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.12 | 73.09 | 59.16 | 59.59 | 59.19 | 56.21 | 59.50 | 59.86 | 57.72 | 59.90 | 54.58 | 57.26 | 56.79 | 57.02 | 58.62 | 75.71 | 57.69 | 58.19 | 56.57 | 58.24 | 56.28 | 58.34 | 57.57 | 57.69 | 57.50 |
| 6 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.82 | 59.65 | 74.20 | 58.13 | 58.85 | 55.84 | 72.81 | 58.03 | 57.55 | 74.90 | 74.84 | 75.56 | 74.39 | 56.37 | 58.31 | 75.55 | 56.94 | 75.17 | 56.80 | 59.31 | 60.22 | 58.36 | 56.88 | 58.19 | 58.22 |
| 18 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 58.08 | 58.04 | 58.54 | 58.49 | 72.96 | 57.10 | 79.23 | 56.89 | 72.14 | 57.45 | 74.77 | 57.50 | 75.68 | 57.22 | 57.57 | 74.68 | 56.81 | 58.11 | 75.25 | 59.15 | 57.23 | 56.62 | 56.59 | 55.95 | 57.68 |
| 26 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.50 | 56.89 | 74.51 | 57.67 | 57.82 | 76.25 | 74.03 | 75.48 | 57.05 | 75.89 | 55.88 | 56.81 | 84.14 | 57.49 | 57.36 | 59.81 | 56.66 | 58.89 | 55.51 | 57.70 | 57.23 | 57.33 | 56.64 | 57.88 | 56.51 |
| 60 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 58.76 | 73.21 | 59.30 | 74.80 | 58.47 | 50.46 | 58.50 | 58.22 | 58.34 | 74.18 | 74.49 | 49.17 | 75.13 | 56.86 | 74.89 | 57.78 | 58.51 | 57.65 | 76.61 | 58.22 | 59.83 | 59.46 | 57.81 | 57.63 | 58.80 |
| 84 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 57.92 | 58.30 | 60.36 | 60.18 | 58.64 | 57.50 | 59.59 | 58.34 | 58.38 | 59.74 | 50.15 | 57.38 | 51.24 | 58.80 | 57.49 | 74.26 | 57.74 | 58.87 | 57.62 | 59.42 | 58.64 | 57.87 | 58.88 | 58.47 | 58.77 |
| 57 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 72.33 | 58.48 | 57.88 | 59.72 | 59.01 | 57.69 | 73.64 | 58.06 | 57.02 | 59.58 | 76.50 | 56.81 | 75.58 | 56.77 | 57.34 | 56.91 | 57.41 | 56.78 | 55.35 | 58.36 | 57.74 | 56.90 | 56.94 | 57.26 | 57.82 |
| 81 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 50.23 | 57.96 | 58.01 | 58.82 | 74.80 | 49.17 | 58.57 | 56.15 | 80.27 | 58.03 | 76.98 | 53.24 | 75.03 | 55.90 | 57.47 | 75.86 | 56.22 | 56.04 | 74.83 | 59.36 | 59.23 | 57.56 | 56.90 | 57.99 | 57.46 |
| 79 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 72.76 | 57.97 | 58.96 | 59.30 | 49.17 | 75.51 | 73.85 | 56.85 | 56.08 | 74.33 | 57.59 | 56.81 | 75.78 | 57.24 | 57.42 | 56.48 | 55.66 | 57.83 | 75.62 | 56.93 | 57.30 | 59.26 | 57.17 | 58.44 | 57.67 |
| 80 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 60.63 | 57.90 | 57.66 | 59.26 | 58.63 | 50.01 | 58.78 | 58.26 | 75.45 | 57.33 | 57.50 | 56.83 | 50.82 | 57.09 | 57.39 | 79.13 | 57.85 | 76.28 | 57.78 | 59.10 | 58.85 | 57.73 | 56.77 | 57.99 | 57.49 |
| 76 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 72.94 | 72.70 | 57.75 | 59.26 | 58.88 | 54.48 | 58.32 | 56.79 | 58.84 | 57.53 | 56.92 | 57.30 | 68.40 | 57.21 | 57.07 | 76.15 | 56.76 | 57.59 | 56.08 | 58.18 | 57.80 | 56.99 | 56.86 | 57.16 | 56.39 |
| 44 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.10 | 59.78 | 58.83 | 58.71 | 59.51 | 57.47 | 73.67 | 76.09 | 58.51 | 57.80 | 76.24 | 58.18 | 69.50 | 57.20 | 58.55 | 75.18 | 55.86 | 57.23 | 57.10 | 57.14 | 58.72 | 56.33 | 57.56 | 57.09 | 56.10 |
| 3 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 75.05 | 75.39 | 74.42 | 58.94 | 58.19 | 76.16 | 75.65 | 57.77 | 73.79 | 58.11 | 69.89 | 56.67 | 75.92 | 57.66 | 58.33 | 75.18 | 56.84 | 58.44 | 76.47 | 57.25 | 57.88 | 76.51 | 56.92 | 57.96 | 57.42 |
| 48 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 73.50 | 59.49 | 59.06 | 58.17 | 58.98 | 70.42 | 73.58 | 58.27 | 59.78 | 58.87 | 58.09 | 76.29 | 75.48 | 58.00 | 59.12 | 57.61 | 58.00 | 75.53 | 57.64 | 58.90 | 57.33 | 57.32 | 57.46 | 57.84 | 56.92 |
| 75 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 50.58 | 73.28 | 49.84 | 59.14 | 57.86 | 56.70 | 73.87 | 58.74 | 58.95 | 58.55 | 74.97 | 70.04 | 74.34 | 87.89 | 57.98 | 74.91 | 57.83 | 57.61 | 50.00 | 49.17 | 57.36 | 57.03 | 56.38 | 57.78 | 57.32 |
| 34 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 73.81 | 74.97 | 58.52 | 59.29 | 58.28 | 57.81 | 59.56 | 58.45 | 75.11 | 58.39 | 57.01 | 57.75 | 75.94 | 57.12 | 56.69 | 75.49 | 57.95 | 75.63 | 55.34 | 58.89 | 58.47 | 58.19 | 57.36 | 55.95 | 56.65 |
| 11 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 74.54 | 58.39 | 73.74 | 58.46 | 57.49 | 57.26 | 74.19 | 57.60 | 89.19 | 59.10 | 57.50 | 55.68 | 75.56 | 57.86 | 57.87 | 90.60 | 57.11 | 57.32 | 55.77 | 56.81 | 58.81 | 57.77 | 56.51 | 57.19 | 57.04 |
| 4 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 71.29 | 58.29 | 74.00 | 58.37 | 57.90 | 57.20 | 90.75 | 57.64 | 74.53 | 57.47 | 76.56 | 57.44 | 67.44 | 76.18 | 58.19 | 75.48 | 56.65 | 75.73 | 76.36 | 56.69 | 57.82 | 56.73 | 56.57 | 56.83 | 58.17 |
| 41 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 73.96 | 57.69 | 57.91 | 57.78 | 49.88 | 73.56 | 74.52 | 58.27 | 58.40 | 58.42 | 57.75 | 56.63 | 75.62 | 57.53 | 75.03 | 57.46 | 56.83 | 74.41 | 76.83 | 57.28 | 57.20 | 56.67 | 57.56 | 56.51 | 57.18 |
| 46 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 59.34 | 58.35 | 57.96 | 58.42 | 58.44 | 56.16 | 74.76 | 57.65 | 73.82 | 74.91 | 50.00 | 58.38 | 75.70 | 76.53 | 57.70 | 75.27 | 68.82 | 57.77 | 56.76 | 56.84 | 56.97 | 57.35 | 56.25 | 57.57 | 56.49 |
| 5 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 73.75 | 59.64 | 72.15 | 56.97 | 74.37 | 55.86 | 75.28 | 57.50 | 76.23 | 57.89 | 76.52 | 68.89 | 88.68 | 75.48 | 57.75 | 56.91 | 56.03 | 75.59 | 49.98 | 57.71 | 56.32 | 57.36 | 57.14 | 57.30 | 56.86 |
| 59 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 58.19 | 58.43 | 49.95 | 57.86 | 59.10 | 56.81 | 74.45 | 57.54 | 75.15 | 58.25 | 75.74 | 57.44 | 75.51 | 56.30 | 57.41 | 76.20 | 56.66 | 57.90 | 70.18 | 56.63 | 57.41 | 57.17 | 57.79 | 57.32 | 58.27 |
| 77 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 74.82 | 57.06 | 58.94 | 58.84 | 74.49 | 56.63 | 75.01 | 57.90 | 49.17 | 57.96 | 56.50 | 57.54 | 75.75 | 57.73 | 57.77 | 76.74 | 57.09 | 75.28 | 56.61 | 58.32 | 58.54 | 57.60 | 57.37 | 56.97 | 56.91 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 59.53 | 58.98 | 74.66 | 58.62 | 58.50 | 75.95 | 74.59 | 57.43 | 75.40 | 57.36 | 76.24 | 57.59 | 75.61 | 56.43 | 57.27 | 76.12 | 57.11 | 56.13 | 56.81 | 57.05 | 58.13 | 57.35 | 57.05 | 56.11 | 56.96 |
| 85 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 74.03 | 59.84 | 58.98 | 57.06 | 73.66 | 56.61 | 74.22 | 56.82 | 49.17 | 57.42 | 87.36 | 56.82 | 74.84 | 56.39 | 49.17 | 71.23 | 58.73 | 56.33 | 54.99 | 57.64 | 59.00 | 56.73 | 57.58 | 56.90 | 56.17 |
| 33 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 59.14 | 58.65 | 74.48 | 58.62 | 59.02 | 56.38 | 75.40 | 56.81 | 57.65 | 75.18 | 76.97 | 56.64 | 89.00 | 56.17 | 55.85 | 76.10 | 55.99 | 76.08 | 57.33 | 57.51 | 45.60 | 56.76 | 57.19 | 56.26 | 55.78 |
| 71 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 49.17 | 88.31 | 58.14 | 57.95 | 58.30 | 75.41 | 74.59 | 57.40 | 56.89 | 74.81 | 76.60 | 57.85 | 76.04 | 56.65 | 49.17 | 87.49 | 49.17 | 87.33 | 56.23 | 56.36 | 57.24 | 56.60 | 57.61 | 57.58 | 57.28 |
| 7 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 73.86 | 57.81 | 74.82 | 58.64 | 58.35 | 55.70 | 74.34 | 58.17 | 56.95 | 57.10 | 76.01 | 70.03 | 76.14 | 74.98 | 57.62 | 76.75 | 56.70 | 56.19 | 76.76 | 56.72 | 56.67 | 56.67 | 57.26 | 57.46 | 57.06 |
| 31 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 72.96 | 58.06 | 58.45 | 58.49 | 59.19 | 90.39 | 58.17 | 58.01 | 58.98 | 57.90 | 75.28 | 57.37 | 57.98 | 57.52 | 58.36 | 57.39 | 57.94 | 76.43 | 77.71 | 58.30 | 57.07 | 57.25 | 57.15 | 57.72 | 57.05 |
| 10 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 74.90 | 59.22 | 57.98 | 58.88 | 74.00 | 56.79 | 73.88 | 57.71 | 75.54 | 56.96 | 75.09 | 77.37 | 76.11 | 57.77 | 58.74 | 76.70 | 56.90 | 57.00 | 57.26 | 56.98 | 57.73 | 57.74 | 56.45 | 57.30 | 56.95 |
| 2 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 74.93 | 57.87 | 75.47 | 58.96 | 57.75 | 55.73 | 89.82 | 57.32 | 75.46 | 74.54 | 76.19 | 69.57 | 75.60 | 56.88 | 58.34 | 76.34 | 56.81 | 76.39 | 76.71 | 58.03 | 57.99 | 56.60 | 56.71 | 57.30 | 55.77 |
| 55 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 75.10 | 58.90 | 58.77 | 59.21 | 59.25 | 56.32 | 74.97 | 76.42 | 58.63 | 67.01 | 56.40 | 58.00 | 75.57 | 57.02 | 58.01 | 58.00 | 57.53 | 67.30 | 69.62 | 56.82 | 57.84 | 57.71 | 56.93 | 56.45 | 56.87 |
| 21 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 74.13 | 74.08 | 74.13 | 58.54 | 73.58 | 74.17 | 74.74 | 75.67 | 56.63 | 76.73 | 49.88 | 55.55 | 75.28 | 57.27 | 56.60 | 67.51 | 57.05 | 57.46 | 56.55 | 56.96 | 55.97 | 57.27 | 57.16 | 56.52 | 56.26 |
| 1 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 75.17 | 58.99 | 74.62 | 75.76 | 58.51 | 76.71 | 59.35 | 57.69 | 74.46 | 58.58 | 57.81 | 89.19 | 46.80 | 58.95 | 58.16 | 87.01 | 56.70 | 75.57 | 73.76 | 58.24 | 58.11 | 57.20 | 57.33 | 57.86 | 57.10 |
| 50 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 73.97 | 59.25 | 49.95 | 75.50 | 58.40 | 55.23 | 74.91 | 58.10 | 58.96 | 75.98 | 77.08 | 56.09 | 75.82 | 56.91 | 56.93 | 57.99 | 58.35 | 75.55 | 77.01 | 57.00 | 57.99 | 56.91 | 46.38 | 57.25 | 57.17 |
| 82 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 50.55 | 59.61 | 59.09 | 58.51 | 75.09 | 57.43 | 74.52 | 57.86 | 59.09 | 59.24 | 75.98 | 57.21 | 75.36 | 57.53 | 57.13 | 57.71 | 57.80 | 57.56 | 70.92 | 57.43 | 57.99 | 56.36 | 56.94 | 58.07 | 42.64 |
| 32 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 74.35 | 59.25 | 73.44 | 58.33 | 59.47 | 58.34 | 73.86 | 58.67 | 57.26 | 58.04 | 76.72 | 56.76 | 75.48 | 57.07 | 57.09 | 75.57 | 57.72 | 75.56 | 70.04 | 46.13 | 58.42 | 58.07 | 56.87 | 57.66 | 57.56 |
| 47 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 74.05 | 59.40 | 74.03 | 59.17 | 73.92 | 55.87 | 74.74 | 59.19 | 56.89 | 58.08 | 56.80 | 56.14 | 75.83 | 75.82 | 58.61 | 57.68 | 57.61 | 57.96 | 57.04 | 57.99 | 57.37 | 56.65 | 57.05 | 56.51 | 57.02 |
| 37 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 73.42 | 58.17 | 59.30 | 58.93 | 59.48 | 76.16 | 74.03 | 57.76 | 75.17 | 68.72 | 76.21 | 57.78 | 76.52 | 57.16 | 57.20 | 57.49 | 57.15 | 57.60 | 57.26 | 56.15 | 57.22 | 57.13 | 57.51 | 56.76 | 56.55 |
| 43 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 75.23 | 57.59 | 50.00 | 57.91 | 74.69 | 57.70 | 89.04 | 57.69 | 56.72 | 56.24 | 76.66 | 76.06 | 57.08 | 56.90 | 57.52 | 49.76 | 76.54 | 56.78 | 70.96 | 57.29 | 56.57 | 56.74 | 56.95 | 56.08 | 55.69 |
| 13 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 75.31 | 57.67 | 74.79 | 58.56 | 74.77 | 76.10 | 75.30 | 57.21 | 76.05 | 57.62 | 75.85 | 57.43 | 76.63 | 56.57 | 57.29 | 74.91 | 56.34 | 57.93 | 57.27 | 57.85 | 57.53 | 57.00 | 58.15 | 56.41 | 57.62 |
| 15 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 74.65 | 74.42 | 58.94 | 49.17 | 74.31 | 57.94 | 74.65 | 57.69 | 74.56 | 74.92 | 69.03 | 55.64 | 75.77 | 57.21 | 58.08 | 83.64 | 57.51 | 57.49 | 76.45 | 57.03 | 57.30 | 57.78 | 56.72 | 56.95 | 57.24 |
| 22 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 72.83 | 74.92 | 59.47 | 59.59 | 67.13 | 57.50 | 73.73 | 57.39 | 75.82 | 58.49 | 76.41 | 57.35 | 75.32 | 89.37 | 57.93 | 58.48 | 57.83 | 57.11 | 57.04 | 45.06 | 44.17 | 76.39 | 56.51 | 57.38 | 56.76 |
| 29 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 73.78 | 58.17 | 72.82 | 59.41 | 74.25 | 75.60 | 49.50 | 57.14 | 58.54 | 75.14 | 57.62 | 57.12 | 75.31 | 57.52 | 58.40 | 56.59 | 57.21 | 75.83 | 76.22 | 57.49 | 57.93 | 58.18 | 58.27 | 58.18 | 57.39 |
| 0 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 74.35 | 58.77 | 57.58 | 60.28 | 58.97 | 56.64 | 75.16 | 57.55 | 68.86 | 89.16 | 76.47 | 57.54 | 87.25 | 75.88 | 58.02 | 76.86 | 56.19 | 74.02 | 69.65 | 58.16 | 59.31 | 57.32 | 55.77 | 57.84 | 57.33 |
| 14 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 74.27 | 58.33 | 59.40 | 58.39 | 58.71 | 57.59 | 75.88 | 58.40 | 74.79 | 59.12 | 58.08 | 76.88 | 75.66 | 56.65 | 58.85 | 76.56 | 57.43 | 76.11 | 56.90 | 57.45 | 57.57 | 57.19 | 56.68 | 56.13 | 57.59 |
Size of the test data: (87, 33)
Difference
Code
diff_mw = dt_mw[['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']]
for i, cols in enumerate(zip(dt_mw.columns,test_data_mw1.columns)):
diff_mw[f'col_diff_{i}'] = (np.array(dt_mw[cols[0]]) - np.array(test_data_mw1[cols[1]]))*-1
# Function to count negatives in a row
def count_negatives(row):
return sum(1 for value in row if isinstance(value, (int, float)) and value < 0)
diff_mw['negative_count'] = diff_mw.apply(count_negatives, axis=1)
diff_mw.sort_values(by =["negative_count"],inplace = True, ascending=False)
html_table = diff_mw.to_html(index=True)
# Wrap in a scrollable div
scrollable_table = f"""
<div style="height: 400px; width: 100%; overflow-x: auto; overflow-y: auto;">
{html_table}
</div>
"""
# Display the scrollable table
display(HTML(scrollable_table))
key_values = ['input_size', 'output_size', 'learning_rate', 'batch_size', 'alpha', 'margin', 'l1_reg', 'l2_reg']
print('Are the keys of the valid and test dfs same?: ',dt_mw[key_values].equals(test_data_mw1[key_values]))| input_size | output_size | learning_rate | batch_size | alpha | margin | l1_reg | l2_reg | col_diff_0 | col_diff_1 | col_diff_2 | col_diff_3 | col_diff_4 | col_diff_5 | col_diff_6 | col_diff_7 | col_diff_8 | col_diff_9 | col_diff_10 | col_diff_11 | col_diff_12 | col_diff_13 | col_diff_14 | col_diff_15 | col_diff_16 | col_diff_17 | col_diff_18 | col_diff_19 | col_diff_20 | col_diff_21 | col_diff_22 | col_diff_23 | col_diff_24 | col_diff_25 | col_diff_26 | col_diff_27 | col_diff_28 | col_diff_29 | col_diff_30 | col_diff_31 | col_diff_32 | negative_count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 60 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.44 | -7.14 | -5.28 | -7.09 | -6.24 | -7.48 | -6.97 | -8.00 | -6.94 | -6.92 | -5.82 | -7.67 | -4.22 | -8.07 | -8.02 | 3.26 | -7.41 | -7.93 | -7.56 | -6.90 | -7.81 | -8.30 | -8.09 | -7.10 | -8.86 | 24 |
| 523 | 372 | 8 | 0.01 | 64 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.99 | -5.60 | -6.54 | -6.35 | -6.50 | 1.30 | 1.05 | -2.21 | -6.50 | -1.32 | -5.82 | -6.10 | 2.50 | -6.53 | -5.21 | -0.39 | -4.15 | -4.90 | -0.29 | -7.65 | -6.56 | -9.40 | -7.59 | -7.03 | -7.27 | 22 |
| 462 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.85 | -6.01 | -7.22 | -6.80 | -5.97 | -5.33 | -0.14 | -6.06 | -7.22 | -2.55 | -5.07 | -5.47 | -0.57 | -1.09 | -4.40 | 1.40 | -0.16 | -8.06 | -5.14 | -6.77 | -6.82 | 3.62 | -6.86 | -6.94 | -9.39 | 22 |
| 123 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.23 | -6.90 | -6.00 | -6.78 | -6.96 | -5.77 | -6.11 | -7.73 | 2.72 | -7.57 | -8.30 | -8.69 | -4.57 | -6.94 | -7.08 | 1.31 | -7.19 | 3.10 | -7.75 | -7.18 | -7.18 | -7.96 | -7.93 | -8.34 | -8.65 | 22 |
| 181 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.99 | 1.19 | -5.54 | -6.29 | -6.34 | -6.21 | -6.81 | -5.95 | -7.25 | -5.43 | -8.09 | -7.30 | -6.54 | -7.01 | -5.41 | 2.08 | -6.64 | -6.76 | -6.23 | -7.17 | -7.57 | -7.10 | -7.38 | -8.81 | -8.77 | 22 |
| 602 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.24 | -6.64 | -6.63 | -6.69 | -6.80 | -6.30 | 1.12 | -7.49 | -1.78 | -7.07 | -0.25 | 0.58 | 2.01 | -6.29 | -6.21 | 1.00 | -6.37 | -6.18 | -5.99 | -6.82 | -6.71 | -9.18 | -7.19 | -5.68 | -6.77 | 21 |
| 61 | 372 | 8 | 0.10 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.72 | -7.11 | -7.66 | -4.65 | -6.39 | -7.48 | 1.77 | -8.08 | -7.15 | -6.65 | 2.01 | -5.89 | 1.92 | -7.26 | -6.74 | -8.39 | -7.07 | -7.11 | -8.03 | -7.51 | -9.40 | -8.77 | -8.26 | -7.42 | -8.09 | 21 |
| 640 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.56 | -7.08 | -0.99 | -6.51 | -6.64 | 2.72 | 1.53 | -1.51 | -6.49 | -6.52 | 0.13 | -5.99 | -5.78 | -0.02 | -5.49 | -1.48 | -4.85 | -5.40 | -5.79 | -6.27 | -5.50 | 3.03 | -8.24 | -7.92 | -7.99 | 21 |
| 363 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.15 | -6.57 | -6.33 | -6.39 | -6.87 | -6.51 | -1.05 | -6.96 | 0.35 | -7.21 | 1.76 | -6.96 | -0.31 | 1.48 | -5.81 | 2.16 | -5.80 | -5.66 | -6.07 | -5.89 | -6.86 | -8.25 | -7.26 | -7.44 | -8.37 | 21 |
| 200 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.97 | 1.37 | -6.54 | -6.48 | -7.48 | -7.29 | -7.35 | -7.23 | -6.61 | -7.72 | -6.77 | -7.32 | 1.57 | -6.77 | -7.12 | 2.62 | -7.22 | -7.41 | -6.91 | -8.52 | -9.03 | -8.41 | -7.16 | -7.89 | -9.24 | 21 |
| 620 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.53 | -7.28 | -1.23 | -6.85 | -5.81 | -6.40 | -0.31 | -7.25 | -6.30 | 0.40 | 0.97 | -5.79 | -0.44 | -0.63 | -5.46 | -6.23 | -6.52 | 1.22 | 0.28 | -6.64 | -8.09 | -6.45 | -8.35 | -0.19 | -7.45 | 21 |
| 423 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.47 | -7.15 | 0.73 | -6.98 | -6.99 | -6.62 | 1.37 | -5.50 | -0.27 | -7.09 | -6.75 | -0.14 | 1.89 | -6.28 | -5.54 | -7.33 | -5.49 | 0.24 | -6.93 | -7.68 | -7.87 | -8.35 | -6.49 | -6.91 | -7.34 | 20 |
| 702 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.03 | -5.37 | -6.75 | -5.54 | -6.67 | -0.35 | 0.41 | -0.57 | -5.93 | -1.43 | 0.39 | -4.81 | 1.78 | -4.05 | -5.92 | 1.03 | -4.13 | -1.49 | 1.27 | -7.68 | -7.54 | -6.86 | -7.34 | -8.52 | -6.69 | 20 |
| 641 | 372 | 8 | 0.01 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.07 | -6.31 | -6.27 | -6.56 | -6.84 | 0.55 | -0.51 | -5.66 | -2.00 | -6.12 | 2.12 | -5.01 | -0.62 | -1.06 | -4.94 | -5.74 | -5.44 | 1.80 | 1.47 | -6.22 | -10.02 | 2.43 | -7.53 | -5.72 | -7.17 | 20 |
| 500 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -8.16 | -6.91 | -7.07 | -5.83 | -6.33 | -6.84 | -0.80 | -7.45 | -1.12 | -6.47 | 1.00 | 1.00 | 1.88 | 1.59 | -6.41 | -0.28 | -6.07 | -5.92 | -6.89 | -6.64 | -8.56 | 1.21 | -9.43 | -7.57 | -7.60 | 20 |
| 540 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.67 | 0.75 | -6.59 | -6.02 | -0.03 | -6.44 | 1.01 | -5.57 | -1.13 | -1.55 | -7.00 | -7.16 | -1.80 | -5.46 | -6.01 | 3.02 | 1.49 | -6.47 | 1.41 | -6.70 | -7.92 | -6.69 | -7.54 | -7.83 | -7.29 | 20 |
| 143 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.35 | -6.44 | -6.31 | -6.75 | -5.76 | 6.10 | -6.93 | -7.30 | -6.75 | -6.53 | 1.29 | -6.32 | -7.20 | -6.85 | -6.50 | -6.92 | -6.56 | 1.95 | 2.59 | -6.79 | -7.65 | -7.65 | -7.97 | -6.27 | -8.05 | 20 |
| 283 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -4.99 | -5.51 | -6.44 | -6.58 | 2.14 | -6.33 | 1.11 | -7.32 | -7.31 | -5.30 | 1.15 | -7.24 | 1.28 | -6.25 | -7.37 | -7.60 | -6.59 | -5.88 | 1.15 | -7.39 | -8.07 | -8.00 | -6.96 | -6.21 | -8.85 | 20 |
| 323 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.01 | -7.74 | -7.18 | -5.82 | -5.93 | -7.42 | 1.53 | -7.52 | 1.46 | 2.64 | -5.79 | -6.71 | 1.77 | 2.19 | -7.00 | 1.75 | -1.23 | -6.30 | -7.29 | -7.23 | -8.34 | -7.02 | -8.59 | -6.35 | -7.20 | 19 |
| 343 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.94 | -7.50 | -5.35 | -7.88 | 1.26 | -6.04 | 2.98 | -6.76 | -6.45 | -7.28 | 2.26 | 3.05 | -6.20 | -6.46 | -7.79 | -5.77 | 2.37 | -8.24 | -0.58 | -7.10 | -7.26 | -6.82 | -8.01 | -8.39 | -8.73 | 19 |
| 542 | 372 | 8 | 0.01 | 32 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.55 | -6.61 | -6.12 | -7.00 | -6.31 | 0.45 | 1.32 | -6.44 | -6.06 | -6.94 | -6.05 | -6.82 | 2.05 | -6.33 | -5.32 | 2.38 | -5.83 | -6.51 | -7.07 | -7.64 | -7.78 | 4.00 | -7.93 | -7.73 | -6.93 | 19 |
| 342 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.49 | -6.28 | -5.87 | -5.35 | -4.85 | 1.13 | 1.56 | -6.71 | 2.79 | -0.45 | 1.41 | -6.69 | 2.48 | -6.65 | -7.43 | -7.17 | -6.74 | -6.49 | -6.87 | -6.76 | -7.53 | -7.78 | -7.21 | -7.73 | -7.04 | 19 |
| 341 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.49 | -6.24 | 0.74 | -5.31 | 1.24 | -6.22 | 1.05 | -6.10 | -6.55 | -6.25 | -5.93 | -6.71 | 0.96 | 1.74 | -6.89 | -6.30 | -5.86 | -7.06 | -6.82 | -7.09 | -8.00 | -7.23 | -7.77 | -8.06 | -8.34 | 19 |
| 663 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.93 | 0.50 | -0.48 | -6.65 | -7.66 | 1.68 | -6.45 | -5.76 | -1.42 | -7.98 | 1.51 | -0.38 | 1.66 | 1.99 | -4.93 | 0.39 | -6.25 | -5.43 | -6.06 | -6.57 | -5.91 | -7.40 | -7.25 | -7.12 | -7.28 | 19 |
| 223 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.69 | -6.08 | -6.20 | -6.72 | -5.98 | -5.85 | 2.19 | 2.12 | -6.96 | -0.72 | -7.85 | -5.57 | 1.89 | -6.55 | -7.31 | -6.31 | -6.47 | 0.61 | 0.90 | -7.38 | -6.53 | -6.85 | -7.30 | -9.23 | -7.05 | 19 |
| 502 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.72 | -6.86 | -0.72 | -6.62 | -6.81 | -5.79 | -0.13 | -5.31 | -7.55 | -6.97 | -6.34 | -5.35 | 0.58 | -5.20 | -4.92 | 2.00 | -5.25 | 1.69 | 0.22 | -6.37 | -6.99 | 1.92 | -6.89 | -6.96 | -7.61 | 19 |
| 21 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.92 | -6.88 | -5.94 | -6.35 | -5.87 | -7.21 | 2.59 | -6.14 | 1.87 | -6.78 | 0.86 | -5.66 | 2.42 | -7.33 | -7.07 | 1.50 | -7.66 | -6.30 | 0.63 | -8.46 | -7.49 | -8.66 | -6.04 | -6.84 | -7.34 | 19 |
| 201 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.90 | -6.47 | -6.51 | -5.92 | -4.60 | -6.16 | 0.36 | 2.17 | -7.28 | -7.26 | 2.34 | -5.02 | 0.24 | -7.08 | -4.79 | 1.90 | -6.59 | -7.56 | -7.25 | -7.49 | -6.76 | -8.21 | -9.03 | -7.50 | -9.06 | 19 |
| 203 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.71 | -5.47 | -5.90 | -6.58 | -6.56 | 0.51 | 0.80 | -7.04 | -5.18 | -6.01 | -6.91 | 2.45 | 1.77 | -5.04 | -6.05 | -5.72 | -6.32 | 3.94 | -6.93 | -5.45 | -7.25 | -6.79 | -7.24 | -6.97 | -8.89 | 19 |
| 380 | 372 | 8 | 0.01 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.84 | 1.90 | -7.29 | -6.68 | -5.83 | -5.58 | -1.18 | -5.98 | -5.23 | -1.34 | -5.38 | -5.40 | 1.96 | -5.52 | -3.76 | -1.35 | 1.38 | -7.36 | 1.78 | -6.89 | -7.48 | -7.12 | -7.38 | 2.92 | -7.00 | 19 |
| 261 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.55 | 1.67 | -6.48 | -6.39 | -6.25 | -6.23 | -6.72 | -7.13 | 2.60 | -6.21 | -7.00 | -7.31 | 1.18 | -6.27 | -8.67 | 1.38 | -7.07 | 0.40 | -7.75 | -6.66 | -6.57 | -6.33 | -7.70 | -7.92 | -7.86 | 19 |
| 262 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.89 | -7.09 | 1.72 | -7.00 | -6.16 | -7.86 | 2.41 | -7.68 | 5.31 | -6.54 | -6.82 | -6.78 | 0.76 | -6.34 | -5.86 | 5.37 | -6.41 | -7.50 | -6.57 | -7.50 | -6.74 | -7.49 | -7.06 | -6.82 | -9.20 | 19 |
| 81 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.72 | -7.10 | 1.26 | -5.63 | -5.82 | -7.33 | 1.62 | -7.24 | -7.66 | 1.97 | 3.04 | -7.59 | 3.01 | -7.01 | -8.22 | 2.87 | -6.87 | 2.35 | -7.23 | -7.95 | -7.77 | -7.60 | -6.60 | -8.68 | -7.23 | 18 |
| 80 | 372 | 8 | 0.10 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.63 | -5.58 | -6.66 | -7.30 | 1.76 | -7.66 | 0.78 | -8.36 | 6.51 | -7.60 | 4.25 | -6.15 | 1.98 | -7.95 | 6.51 | -0.66 | -7.87 | -8.24 | -7.17 | -7.32 | -6.94 | -7.38 | -7.50 | -7.99 | -7.94 | 18 |
| 121 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.61 | -6.11 | -6.13 | -7.10 | 6.51 | 3.18 | 2.60 | -7.50 | -7.43 | 1.73 | -7.19 | -6.49 | 3.13 | -6.13 | -6.49 | -8.48 | -7.71 | -8.50 | 0.94 | -8.05 | -8.08 | -6.74 | -7.97 | -7.03 | -7.02 | 18 |
| 120 | 372 | 8 | 0.10 | 32 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.94 | -8.64 | -6.35 | -7.03 | 2.47 | 6.51 | -6.71 | -7.49 | 5.13 | -6.81 | 1.92 | -7.95 | 2.36 | -7.19 | -7.09 | 2.36 | -8.04 | -6.53 | 2.48 | -7.10 | -7.36 | -7.93 | -8.00 | -7.26 | -9.51 | 18 |
| 260 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.50 | 0.42 | -5.49 | -7.04 | -6.79 | -7.35 | 1.98 | -6.34 | -7.27 | -6.88 | 1.39 | -2.97 | 1.22 | 3.46 | -7.59 | 2.47 | -7.16 | -6.86 | -6.01 | 6.51 | -9.14 | -7.62 | -8.96 | -6.86 | -8.04 | 18 |
| 23 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.28 | -6.14 | 1.20 | -6.05 | -6.70 | 1.38 | 3.13 | -6.85 | 2.30 | -7.48 | 1.58 | -5.36 | 1.98 | -7.01 | -8.06 | 0.84 | -6.32 | -7.60 | -8.23 | -7.93 | -8.34 | -6.88 | -7.49 | -7.54 | -7.57 | 18 |
| 22 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.84 | -5.09 | -6.34 | -6.92 | 1.34 | -6.21 | 2.92 | -6.70 | 6.51 | -7.02 | -6.28 | -5.56 | 1.54 | -6.71 | -8.50 | 2.70 | -7.11 | 1.46 | -7.56 | -7.56 | -7.27 | -7.03 | -8.20 | -6.50 | -7.47 | 18 |
| 321 | 372 | 8 | 0.10 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.85 | -6.66 | -6.51 | -5.79 | -6.39 | 1.77 | 2.87 | -8.41 | -6.70 | -6.46 | -6.46 | -7.04 | 1.49 | -6.28 | 1.36 | -7.00 | -5.73 | 1.59 | 1.72 | -7.74 | -8.40 | -7.78 | -9.14 | -8.08 | -7.51 | 18 |
| 301 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.15 | -6.72 | -5.96 | -8.03 | 0.66 | -7.76 | 1.66 | -8.87 | 3.31 | -7.46 | 1.52 | -7.14 | 3.10 | -7.59 | -7.26 | 2.17 | -8.28 | -7.89 | 3.67 | -6.92 | -7.83 | -7.08 | -8.31 | -8.41 | -8.12 | 18 |
| 161 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.43 | -6.38 | -6.79 | -7.23 | -6.37 | -6.34 | 0.77 | -7.29 | 1.93 | -6.42 | -6.24 | 2.48 | 1.84 | -7.91 | -5.71 | 2.47 | -6.75 | 1.90 | -6.56 | -7.20 | -7.31 | -7.68 | -8.49 | -7.57 | -5.60 | 18 |
| 581 | 372 | 8 | 0.01 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.61 | -6.54 | -6.56 | 2.12 | -6.49 | -6.09 | -0.26 | -6.30 | -5.89 | -6.37 | 2.04 | 0.28 | 2.60 | -5.98 | -5.72 | 1.77 | -1.18 | -1.29 | -5.85 | -6.82 | -7.11 | 2.56 | -7.53 | -6.92 | -7.75 | 18 |
| 420 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.13 | -6.46 | -7.74 | -6.40 | -6.67 | 1.12 | -2.18 | -5.65 | 1.38 | -8.11 | 1.58 | -6.23 | 1.34 | -6.64 | -5.21 | 1.83 | -6.31 | 2.39 | 0.41 | -6.53 | -7.85 | -8.34 | -7.24 | -7.73 | -8.22 | 18 |
| 362 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.94 | -6.10 | -7.39 | -6.05 | -7.42 | 0.68 | -0.58 | -7.02 | 2.67 | -7.11 | 0.96 | -6.32 | 3.33 | -6.81 | -5.48 | -0.52 | -6.72 | 1.22 | -6.10 | -9.02 | -7.09 | 3.88 | -7.36 | -6.79 | -8.68 | 18 |
| 441 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.27 | -5.83 | 0.82 | -0.37 | -6.73 | -6.16 | -5.45 | -5.22 | -6.91 | -0.57 | -6.09 | -6.07 | 1.98 | 0.09 | -4.72 | 0.39 | 4.14 | 0.32 | -5.82 | -5.73 | -6.94 | 3.70 | -7.31 | -7.05 | -7.21 | 18 |
| 442 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.04 | -6.53 | -6.16 | -5.51 | 1.94 | -5.72 | -0.09 | -5.33 | -7.02 | -0.49 | 1.68 | 0.17 | -1.14 | 1.64 | -5.59 | 1.73 | -5.99 | 1.14 | -5.65 | -7.52 | -6.50 | -0.26 | -7.92 | -6.34 | -8.43 | 18 |
| 422 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.29 | -6.97 | -7.64 | -6.27 | -6.80 | 1.49 | -0.87 | -5.94 | 1.55 | -7.48 | -7.01 | 1.05 | 1.95 | 1.91 | -6.12 | 3.01 | -6.58 | -7.44 | -6.95 | -7.83 | -7.89 | -6.83 | -7.96 | -7.53 | -7.94 | 18 |
| 562 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -5.53 | -7.04 | -6.74 | -6.20 | -6.55 | 1.54 | -0.92 | -6.00 | 0.04 | -8.20 | 1.09 | -5.57 | -0.75 | 1.57 | -5.66 | -6.88 | -5.95 | 2.46 | 2.39 | -6.79 | -8.32 | 2.66 | -7.51 | -7.20 | -7.52 | 18 |
| 701 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.51 | -5.98 | -7.15 | -6.78 | -5.33 | -5.60 | -0.99 | -2.60 | 0.85 | -7.09 | 0.11 | -5.46 | 1.33 | -0.24 | -5.29 | 1.36 | -4.78 | 1.78 | 0.80 | -5.53 | -7.01 | -8.20 | -5.22 | -7.34 | -6.97 | 18 |
| 703 | 372 | 8 | 0.01 | 64 | 0.00001 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -0.37 | -6.17 | -7.15 | -6.35 | 0.07 | -6.37 | -1.26 | 0.56 | -2.72 | -0.97 | -5.39 | 0.42 | 1.85 | -4.55 | -5.87 | 2.54 | -6.64 | 1.92 | 1.40 | -7.19 | -6.69 | -7.11 | -7.57 | -8.06 | -7.62 | 18 |
| 600 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.66 | -6.33 | -0.52 | -6.59 | -5.95 | -7.20 | 0.57 | -6.22 | -6.97 | -1.71 | 1.27 | 0.67 | 2.54 | -6.02 | -6.77 | 2.73 | -6.35 | -7.38 | 1.77 | -9.04 | -7.85 | -7.82 | -7.89 | -7.11 | -7.70 | 18 |
| 603 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.50 | -0.25 | 0.89 | -5.82 | -7.23 | 1.31 | 2.62 | -6.62 | -7.24 | -1.21 | 0.48 | -8.15 | 2.40 | 1.17 | -5.77 | -6.75 | -5.21 | -5.30 | 0.71 | -9.29 | -9.24 | -8.45 | -6.63 | -7.26 | -7.49 | 17 |
| 282 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.04 | -5.10 | -5.94 | 2.35 | -6.22 | -6.63 | 2.25 | -6.98 | -6.34 | 2.25 | 2.97 | -6.69 | 1.73 | -7.14 | -6.38 | -5.38 | -6.52 | 2.88 | 1.22 | -7.30 | -7.99 | -8.34 | -6.02 | -6.85 | -8.14 | 17 |
| 360 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.27 | -7.37 | 1.20 | -6.40 | -7.77 | 0.50 | 0.92 | -7.25 | 0.66 | -6.76 | -7.03 | -6.12 | -7.26 | -6.87 | -5.42 | -6.22 | 0.65 | -5.66 | 0.55 | -8.33 | -7.56 | 1.54 | -7.75 | -6.95 | -7.09 | 17 |
| 221 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.93 | -5.00 | -6.40 | -5.90 | 0.20 | -7.47 | 0.56 | -7.37 | 0.94 | -7.24 | 2.03 | 3.01 | 1.75 | -5.35 | -5.53 | 1.66 | -7.56 | -7.13 | -7.20 | -7.46 | -7.51 | -6.43 | -8.02 | -7.02 | -7.95 | 17 |
| 361 | 372 | 8 | 0.01 | 32 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.55 | -6.88 | -6.54 | -1.10 | -7.04 | 0.93 | 1.37 | -7.06 | -6.49 | -6.51 | 0.66 | 2.21 | 2.16 | -6.90 | -5.37 | 1.66 | -5.47 | -6.76 | -6.81 | -7.59 | -8.86 | 2.66 | -7.90 | -8.39 | -6.75 | 17 |
| 42 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.53 | 2.42 | -6.05 | -5.47 | -1.19 | -7.07 | 0.53 | -6.86 | 2.88 | -7.07 | 1.54 | -6.08 | 1.34 | 5.34 | -6.08 | -7.54 | -7.72 | -6.46 | -7.23 | -9.92 | -8.47 | 3.23 | -7.32 | -6.62 | -8.26 | 17 |
| 43 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.31 | -7.07 | 1.56 | -6.12 | 0.65 | 1.35 | -5.68 | -7.79 | -6.75 | 1.54 | -5.61 | -6.44 | 1.21 | -7.16 | -6.23 | -7.02 | -6.35 | 1.62 | 0.82 | -6.50 | -6.90 | -6.23 | -7.14 | -5.95 | -6.20 | 17 |
| 340 | 372 | 8 | 0.10 | 64 | 0.00001 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.05 | -6.70 | 0.98 | -6.70 | -5.59 | -5.08 | 1.70 | -7.32 | -8.04 | -7.29 | 2.68 | -6.32 | 1.45 | -6.09 | -6.07 | 1.37 | -6.81 | 1.21 | 0.37 | -6.71 | -8.04 | -8.23 | -8.27 | -6.57 | -7.37 | 17 |
| 421 | 372 | 8 | 0.01 | 32 | 0.00100 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.60 | -5.65 | -7.32 | -6.53 | -6.00 | 0.43 | -0.85 | -6.34 | -1.82 | -7.38 | 0.67 | -5.63 | -7.21 | -5.18 | -6.30 | 0.83 | 1.07 | 0.83 | 2.07 | -8.33 | -6.38 | 3.90 | -8.08 | -7.16 | -9.79 | 17 |
| 302 | 372 | 8 | 0.10 | 32 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.08 | -7.63 | 2.26 | -6.82 | -5.95 | 2.05 | 2.21 | 2.70 | -7.62 | 2.86 | -8.03 | -6.48 | 2.99 | -7.12 | -7.24 | 0.36 | -6.90 | -7.76 | -8.30 | -7.52 | -8.72 | -7.40 | -7.64 | -9.37 | -8.71 | 17 |
| 623 | 372 | 8 | 0.01 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.56 | -2.55 | 1.09 | -5.61 | -6.59 | -6.62 | 0.63 | -5.28 | -5.75 | -6.18 | -5.48 | -5.44 | 0.59 | -6.31 | -4.66 | 0.79 | 3.87 | -0.82 | -5.12 | -7.52 | -8.22 | 2.88 | -6.88 | 2.43 | -9.72 | 17 |
| 503 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.14 | -6.06 | -6.82 | -7.04 | -6.51 | 0.92 | -1.27 | -6.05 | -6.09 | -0.78 | 0.87 | 1.88 | 4.07 | -0.13 | -7.86 | -1.25 | 1.73 | -1.16 | -6.01 | -6.88 | -8.15 | 3.58 | 0.38 | -7.04 | -8.12 | 17 |
| 440 | 372 | 8 | 0.01 | 48 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.85 | -0.49 | -0.39 | 0.21 | -6.50 | 1.36 | -1.06 | -7.62 | -7.22 | -5.63 | -5.34 | 0.31 | -0.53 | -8.25 | -5.42 | 1.46 | 1.31 | -5.97 | -7.60 | 4.27 | -7.52 | -7.73 | -7.46 | -8.69 | 3.52 | 17 |
| 20 | 372 | 8 | 0.10 | 48 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.23 | -5.97 | 2.88 | -6.93 | 0.73 | -5.89 | 1.97 | -6.56 | 3.14 | -7.63 | 2.71 | -0.32 | 4.68 | 2.66 | -7.45 | -7.55 | -6.69 | 2.04 | -5.30 | -8.03 | -8.84 | -7.05 | -7.56 | -8.46 | -7.96 | 16 |
| 280 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.97 | -0.06 | 1.05 | -7.23 | 0.51 | 3.12 | 2.25 | 2.05 | -7.13 | 4.11 | -6.15 | -5.46 | 0.42 | -6.89 | -7.44 | 0.28 | -6.94 | -7.59 | -6.60 | -7.37 | -8.22 | -7.44 | -7.86 | -7.54 | -8.34 | 16 |
| 160 | 372 | 8 | 0.10 | 64 | 0.00100 | 48 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.49 | -5.53 | -7.55 | -5.53 | -5.49 | -5.37 | 1.73 | -7.57 | -0.60 | 5.38 | 2.30 | -6.01 | 2.17 | 2.81 | -7.56 | 2.24 | -8.78 | 2.07 | 0.74 | -6.31 | -6.79 | -7.09 | -7.95 | -7.46 | -7.00 | 16 |
| 460 | 372 | 8 | 0.01 | 64 | 0.00100 | 36 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.10 | -6.37 | -0.06 | -6.24 | -6.53 | 1.32 | 1.40 | -2.84 | 0.84 | -7.59 | 0.33 | 0.57 | 0.85 | -6.06 | -6.25 | 2.01 | -0.99 | -0.78 | 0.09 | -6.52 | -7.32 | -6.66 | -7.17 | -7.33 | -8.50 | 16 |
| 40 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.36 | -6.92 | 1.91 | -5.67 | 1.42 | 1.82 | 1.51 | -5.48 | 1.71 | -6.05 | 2.12 | -5.69 | 3.21 | -5.50 | -6.35 | 1.75 | -7.39 | -5.09 | -7.04 | -7.27 | -7.85 | -5.67 | -7.37 | -7.88 | -7.47 | 16 |
| 0 | 372 | 8 | 0.10 | 32 | 0.00100 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -6.32 | 1.79 | 0.38 | 2.06 | -6.98 | -6.03 | -5.93 | -7.18 | -8.19 | 0.97 | 2.72 | 6.51 | 1.92 | -7.36 | 1.31 | -6.45 | -6.54 | -8.25 | 1.00 | -8.41 | -7.06 | -8.36 | -8.20 | -8.15 | -7.87 | 16 |
| 601 | 372 | 8 | 0.01 | 32 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.00 | -1.49 | -6.34 | -7.06 | 1.04 | 1.12 | 1.50 | -7.75 | -5.99 | -7.64 | 2.03 | -0.30 | 1.52 | -8.70 | -4.79 | 1.72 | -0.80 | 0.16 | -6.40 | -8.95 | -7.23 | 4.04 | -7.37 | -6.84 | -7.96 | 16 |
| 501 | 372 | 8 | 0.01 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.96 | -0.84 | -7.06 | -6.81 | -6.34 | 0.28 | -5.72 | -6.48 | -2.62 | -7.28 | -5.23 | 1.54 | 1.10 | -6.27 | -5.23 | 2.54 | 1.11 | 1.55 | 0.64 | -7.69 | -8.12 | 1.84 | -7.43 | -6.55 | -7.27 | 16 |
| 281 | 372 | 8 | 0.10 | 64 | 0.00001 | 36 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.51 | -7.09 | 1.45 | 1.92 | -7.51 | 1.04 | -7.02 | -6.54 | 1.35 | -6.54 | -5.99 | 2.15 | -7.66 | -7.52 | -7.23 | 4.23 | -7.01 | 0.55 | 2.84 | -6.82 | -6.55 | -7.66 | -8.60 | -6.65 | -7.36 | 16 |
| 682 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.35 | -6.65 | 0.57 | -5.42 | 1.51 | 1.84 | -0.04 | -6.21 | -0.72 | 3.07 | 1.53 | -5.18 | -1.03 | -5.90 | -4.98 | 1.95 | 0.21 | -7.79 | -6.32 | -7.74 | -7.44 | 3.26 | -8.37 | -6.97 | -6.63 | 16 |
| 142 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.21 | -6.87 | 1.53 | -6.28 | -5.97 | -6.39 | 2.37 | -6.87 | -8.06 | -7.39 | 1.39 | 0.20 | 2.69 | 1.47 | -6.47 | 2.38 | -7.41 | -7.16 | 1.49 | -8.48 | -7.61 | -7.18 | -7.94 | -8.00 | -7.51 | 16 |
| 183 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.51 | -5.83 | 1.58 | -6.00 | -6.54 | -6.90 | 2.76 | -7.42 | -7.56 | 2.55 | 1.88 | 3.10 | 1.37 | -8.34 | -5.17 | 3.32 | -7.17 | 1.89 | -7.51 | -8.09 | -6.26 | -6.93 | -8.13 | -8.05 | -7.26 | 16 |
| 180 | 372 | 8 | 0.10 | 32 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.72 | -6.79 | -6.61 | 1.80 | -5.83 | 4.39 | 0.97 | -7.56 | -6.69 | 2.81 | 2.25 | -5.01 | 3.36 | -7.07 | -7.79 | -7.46 | 3.64 | 4.64 | -7.05 | -8.22 | -8.60 | -8.86 | -8.56 | -8.00 | -8.29 | 16 |
| 560 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.87 | -6.60 | -7.11 | -0.19 | 1.13 | 0.84 | 1.64 | -6.37 | -6.89 | -6.21 | 1.73 | 2.77 | 2.65 | -5.70 | -5.49 | -5.90 | -6.75 | 0.96 | 2.84 | -6.03 | -7.73 | 3.33 | -7.40 | -6.96 | -7.94 | 15 |
| 661 | 372 | 8 | 0.01 | 32 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | -7.20 | -6.77 | 0.72 | -6.25 | 0.34 | 1.17 | 0.42 | -6.72 | 2.22 | -8.36 | -6.51 | 0.96 | -1.48 | -5.36 | -4.77 | 0.48 | -5.47 | 0.33 | 1.46 | -7.92 | -9.02 | 4.42 | -8.32 | -7.07 | -7.84 | 15 |
| 681 | 372 | 8 | 0.01 | 48 | 0.00001 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.36 | -7.35 | 0.46 | -6.54 | -8.20 | 1.90 | 1.04 | -1.08 | 1.93 | -5.47 | -6.56 | 3.32 | 2.22 | -5.80 | -5.50 | -5.93 | -5.59 | 0.87 | -0.54 | -5.93 | -7.12 | 2.13 | -8.72 | -6.86 | 3.08 | 15 |
| 263 | 372 | 8 | 0.10 | 48 | 0.00001 | 36 | 1.000000e-08 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.81 | -6.34 | 0.75 | -6.57 | -5.57 | -7.62 | 4.15 | -7.64 | 0.77 | -6.26 | 1.67 | -7.11 | 1.02 | 3.79 | -5.55 | 2.10 | -7.90 | 1.41 | 2.14 | -7.12 | -7.37 | -6.43 | -7.58 | -7.89 | -5.91 | 15 |
| 202 | 372 | 8 | 0.10 | 48 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.79 | 1.92 | 1.97 | -6.25 | -6.76 | 2.04 | 2.48 | -7.35 | 3.47 | -6.95 | 0.19 | -6.74 | 1.71 | -8.11 | -5.42 | 2.51 | -7.44 | -6.64 | 3.12 | -6.51 | -7.50 | 3.85 | -7.59 | -7.44 | -7.77 | 14 |
| 222 | 372 | 8 | 0.10 | 64 | 0.00001 | 24 | 1.000000e-08 | 0.000000e+00 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 2.77 | -6.49 | 2.66 | -5.56 | -6.71 | -6.75 | 6.96 | -7.70 | 3.22 | 0.60 | 1.81 | 0.36 | 1.06 | -6.51 | -5.58 | 3.00 | -6.04 | 2.93 | 1.83 | -5.75 | -7.92 | -6.65 | -8.27 | -7.15 | -8.07 | 14 |
| 141 | 372 | 8 | 0.10 | 48 | 0.00100 | 48 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 6.51 | 5.82 | -6.80 | -6.14 | -5.58 | 2.55 | 1.61 | -7.13 | -7.41 | 1.30 | 1.73 | -6.91 | 1.79 | -7.46 | 6.51 | 2.82 | 6.51 | 5.70 | -8.45 | -7.44 | -7.71 | -8.57 | -7.67 | -7.20 | -7.23 | 14 |
| 41 | 372 | 8 | 0.10 | 64 | 0.00100 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 1.71 | 1.20 | -5.94 | 6.51 | 0.82 | -7.10 | 1.05 | -6.84 | 0.78 | 1.20 | 0.43 | -5.82 | 2.50 | -7.38 | -5.34 | 2.71 | -7.25 | -7.36 | 1.58 | -7.56 | -7.33 | -6.63 | -7.75 | -7.90 | -6.25 | 14 |
| 561 | 372 | 8 | 0.01 | 48 | 0.00001 | 24 | 0.000000e+00 | 1.000000e-08 | 0 | 0 | -0.0 | 0 | -0.0 | 0 | -0.0 | -0.0 | 0.07 | 0.27 | 0.67 | -7.18 | -6.28 | 0.39 | 1.39 | -6.42 | -6.16 | -6.18 | 1.36 | -6.39 | 2.30 | 0.81 | -4.85 | 1.63 | -7.14 | 0.52 | 1.22 | -8.88 | -7.50 | 2.82 | -7.13 | -8.27 | -7.32 | 13 |
Are the keys of the valid and test dfs same?: False
Average & Std Deviation of the Significant rows:
| mean | std | |
|---|---|---|
| mAP_valid_abs_values_13 | 71.947126 | 5.186445 |
| mAP_valid_abs_values_7 | 71.177931 | 4.296772 |
| mAP_valid_abs_values_16 | 70.422299 | 5.557809 |
| mAP_valid_abs_values | 69.798736 | 5.131842 |
| mAP_valid_abs_values_11 | 69.195172 | 5.592396 |
| mAP_valid_abs_values_19 | 68.053218 | 5.578134 |
| mAP_valid_abs_values_18 | 67.997126 | 5.635620 |
| mAP_valid_abs_values_9 | 67.576782 | 5.622167 |
| mAP_valid_abs_values_10 | 67.161379 | 4.471424 |
| mAP_valid_abs_values_6 | 66.977816 | 5.817660 |
| mAP_valid_abs_values_3 | 66.605517 | 3.906159 |
| mAP_valid_abs_values_2 | 66.469655 | 3.221679 |
| mAP_valid_abs_values_23 | 66.133448 | 5.272173 |
| mAP_valid_abs_values_5 | 65.992184 | 4.294487 |
| mAP_valid_abs_values_12 | 65.838391 | 5.267415 |
| mAP_valid_abs_values_14 | 65.263103 | 6.008543 |
| mAP_valid_abs_values_4 | 65.246322 | 3.460708 |
| mAP_valid_abs_values_17 | 65.157586 | 5.102249 |
| mAP_valid_abs_values_8 | 65.094138 | 3.111804 |
| mAP_valid_abs_values_25 | 64.473103 | 2.812747 |
| mAP_valid_abs_values_24 | 64.311494 | 2.727370 |
| mAP_valid_abs_values_26 | 63.994713 | 3.557954 |
| mAP_valid_abs_values_21 | 63.889195 | 4.442727 |
| mAP_valid_abs_values_22 | 63.861149 | 3.400463 |
| mAP_valid_abs_values_15 | 63.801954 | 3.782076 |
We then apply the hyperparameters to the test set and average the results.
Code
####################################################
# Use the hyperparameters to the test data.
####################################################
optimal_params = dt_valid.loc[dt_valid_sub_mw1.index].iloc[:, :6].reset_index()
optimal_params.drop(['index'], axis=1, inplace = True)
#rotation invariance test data with optimal parameters
test_data_1 = pd.merge(optimal_params, dt_test, how='left')
test_data_1_sub = test_data_1[list(test_data_1.columns[test_data_1.columns.str.startswith('mAP_test')])]
test_data_1['average_map'] = test_data_1_sub.apply(np.mean, axis=1)
test_data_1.sort_values(by=['average_map'], ascending= False,inplace=True)| mean | std | |
|---|---|---|
| mAP_test_abs_values_13 | 71.662644 | 8.318083 |
| mAP_test_abs_values_7 | 70.733017 | 7.484221 |
| mAP_test_abs_values_16 | 68.648621 | 9.558251 |
| mAP_test_abs_values | 68.530489 | 7.619439 |
| mAP_test_abs_values_11 | 66.463247 | 9.389005 |
| mAP_test_abs_values_18 | 65.119684 | 9.277762 |
| mAP_test_abs_values_9 | 64.179741 | 8.387910 |
| mAP_test_abs_values_19 | 64.043247 | 9.170026 |
| mAP_test_abs_values_6 | 63.886178 | 8.737915 |
| mAP_test_abs_values_3 | 62.387644 | 6.988418 |
| average_map | 61.992197 | 1.659209 |
| mAP_test_abs_values_10 | 61.628736 | 7.224421 |
| mAP_test_abs_values_5 | 61.485230 | 6.431990 |
| mAP_test_abs_values_12 | 61.327960 | 7.540531 |
| mAP_test_abs_values_2 | 60.970891 | 5.865322 |
| mAP_test_abs_values_23 | 60.555517 | 9.703646 |
| mAP_test_abs_values_14 | 60.328879 | 9.012570 |
| mAP_test_abs_values_4 | 59.651925 | 4.451085 |
| mAP_test_abs_values_17 | 58.846609 | 6.891384 |
| mAP_test_abs_values_8 | 58.435632 | 4.855600 |
| mAP_test_abs_values_15 | 57.844598 | 2.549015 |
| mAP_test_abs_values_25 | 56.853736 | 3.665993 |
| mAP_test_abs_values_24 | 56.817385 | 2.754402 |
| mAP_test_abs_values_21 | 56.675000 | 4.756467 |
| mAP_test_abs_values_26 | 56.620575 | 4.058152 |
| mAP_test_abs_values_22 | 56.107730 | 3.848989 |
Summary using radar plot
Code
def extract_number(text):
if isinstance(text, str):
matches = re.findall(r'\d+', text)
return int(matches[0]) if matches else 1
return 1
res_valid1['id'] = res_valid1.index.to_series().apply(extract_number)
res_test1['id'] = res_test1.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid1,res_test1])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test1 = res_test1.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range1 = np.array(list(res_test1['mean']) + list(res_valid1['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test1['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid1['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "T-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range1.min()), round(data_range1.max()) + 1 + 1]
)),
showlegend=True
)
fig.show()
##############
res_valid2['id'] = res_valid2.index.to_series().apply(extract_number)
res_test2['id'] = res_test2.index.to_series().apply(extract_number)
res_comb = pd.concat([res_valid2,res_test2])
index_series = res_comb.index.to_series()
res_comb['type'] = np.where(
index_series.str.contains('valid', case=False), 'valid',
np.where(index_series.str.contains('test', case=False), 'test', 'unknown')
)
res_comb = res_comb.query("type !='unknown'")
res_comb = res_comb.reset_index(drop=True)
res_test2 = res_test2.sort_values(by=['id']).reset_index().query("index !='average_map'")
data_range2 = np.array(list(res_test2['mean']) + list(res_valid2['mean']))
categories = [str(i) for i in range(1,26)]
fig = go.Figure()
# Valid
fig.add_trace(go.Scatterpolar(
r=list(res_test2['mean']),
theta=categories,
#fill='toself',
name='Test'
))
# Test
fig.add_trace(go.Scatterpolar(
r=list(res_valid2['mean']),
theta=categories,
#fill='toself',
name='Valid'
))
# Customization of chart
fig.update_layout(
title={
'text': "MU-Test",
'xanchor': 'center',
'yanchor': 'top'
},
polar=dict(
radialaxis=dict(
visible=True,
range=[round(data_range2.min()), round(data_range2.max()) + 1]
)),
showlegend=True
)
fig.show()Comparisons of bit size results